{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lasso regression with block updating\n",
    "\n",
    "Sometimes, it is very useful to update a set of parameters together. For example, variables that are highly correlated are often good to update together. In PyMC 3 block updating is simple, as example will demonstrate.\n",
    "\n",
    "Here we have a LASSO regression model where the two coefficients are strongly correlated. Normally, we would define the coefficient parameters as a single random variable, but here we define them separately to show how to do block updates.\n",
    "\n",
    "First we generate some fake data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib.pylab import *\n",
    "from pymc3 import * \n",
    "import numpy as np \n",
    "\n",
    "d = np.random.normal(size=(3, 30))\n",
    "d1 = d[0] + 4\n",
    "d2 = d[1] + 4\n",
    "yd = .2*d1 +.3*d2 + d[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then define the random variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "lam = 3\n",
    "\n",
    "with Model() as model:\n",
    "    s = Exponential('s', 1)\n",
    "    tau = Uniform('tau', 0, 1000)\n",
    "    b = lam * tau\n",
    "    m1 = Laplace('m1', 0, b)\n",
    "    m2 = Laplace('m2', 0, b)\n",
    "    \n",
    "    p = d1*m1 + d2*m2\n",
    "    \n",
    "    y = Normal('y', mu=p, sigma=s, observed=yd) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For most samplers, including Metropolis and HamiltonianMC, simply pass a list of variables to sample as a block. This works with both scalar and array parameters. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/junpenglao/Documents/pymc3/pymc3/tuning/starting.py:61: UserWarning: find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.\n",
      "  warnings.warn('find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.')\n",
      "logp = -53.38, ||grad|| = 8.275: 100%|██████████| 110/110 [00:00<00:00, 3228.37it/s]   \n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "CompoundStep\n",
      ">CompoundStep\n",
      ">>Metropolis: [m2]\n",
      ">>Metropolis: [m1]\n",
      ">CompoundStep\n",
      ">>Slice: [tau]\n",
      ">>Slice: [s]\n",
      "Sampling 2 chains: 100%|██████████| 21000/21000 [00:15<00:00, 1365.54draws/s]\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with model: \n",
    "    start = find_MAP()\n",
    "    \n",
    "    step1 = Metropolis([m1, m2])\n",
    "    \n",
    "    step2 = Slice([s, tau])\n",
    "    \n",
    "    trace = sample(10000, [step1, step2], start=start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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QKIqIj8Cx34I+CYdkARgU5agJeGdkP5YMu5iDc53oEKlsjgd3dXNkYA6dmd7X4ORzE69nMd5PKN7NhgbJBUvrqUn1l3+UgjZ143l6lso5YtOKduj65D43s82en8Pe6Ze3Do6neHBXt6MFwZwzesKYBBo5fsq7Gk9l57yFRbGMvyZE+RmZxBgcetSYDJlnlIOmWFg8+2+QScCbvzwtmZ9DfeP8fw/u5cq1zXzi+rNmYYBleNPnoO18+NXHSsL6Xo/G3bds4vfOaePzD+xV6o4KhaIUPQfdrxop3hZd2yE2CKkIUko6huPlownJ+Z2VrkQ5W8g7bSGOmXcgpuqT7DBrzPb1hHn6YD+66UXMerQnZ9TfdQzHSWUnMNpPbKNpZBfC4yHo84CsFDeYH6csndXpHksA4PO6m6TTkkQ/+GvYt0B0f04hJfeY2XpgbCE0Tp+O9GJizPFyPqKhetExK/ln+ShhtG9WxzQZlIOmWDhEemH7f8HF74PmdVPePJbKctf/7KAm4OPu9208JRWuKeMNGKmO8RF46FMlv/Z+r8a/v/8SLl/TxGd+tpsXj009TUWhUJzBDB+BkWN5OXkAUhHjf83D0cEYOztHOTlclM5YxmjK5nSePzpEeAEYduWMsumaakLqRFNZekzDfj6wqz6OJ7McHzYMu1mrrbFdw3Aiw87OUQ70jlfYwFZ/JgxhEI/UJ28gH3/GmDCYZfb1hNl+YoRIMpOPtF5c1Ku02MCeFLnJPffRVJb2/srXcdqcgjPSF07Ob9TMjdwkxHn0HBx+ovD6xDbnLhZA8Zegwq3peMH4X5//a68cNMXC4dmvgp6FN356yptKKfn8A3s5PhTj67dspK12FuvOyrHkIrjur2H/A7D3FyVvB30e7r11Myubq7jjvu0cGZilHwWFQnH6YdWRWZGwjE1kQmh5Vbt0sex43tJwWhwj8TSD4ykO9kVmYbBTwz6yulChHm2q9mvBFZU8daCfV2ZSSGKKY4kknQ6ArkuyOX326mtsURjLyI0kJueEBAdeAwz1S/tp6rosOJT2m5HLGOUGI7NbN905Es+Lv6QyOgd6jWe1MaTRMvgCy7oeJpAcmtWMy6cO9LO/N0J4ktdySpxC5Oyl48Nsax9aGLWR0nRWho9OvO7IscLEEjjaY4B7uupsT6YPRYscSwHR1AT3OzH/IjXKQVMsDMJdsOP7sPH90LRmypv/5JVOfrmzm0/83llcNRPNqKfL1Z+E5ZcZKpSRnpK366t8fP8DlxHwebjtu68sGKUvhUIxzxQbc72v2d6TU88uMg2hBTBhnTewW2oCvGF1E+/YuMzhqE0WYV4EMQsqjsVRmomcAq/mNJ8ksKc7zGDUMEjLCaNMG9s5W4/CRLd2PGk4X2OjRsaGJxN1nNeurjGeOtDP0cGoc28D+099vJPg1Y5CK4J2c8IykBzEN3KYQMowkOsih8nNQVrcWHzmWzeQOLVWCwummfJYx+TXdYtc5grn4RbBba4OTGdUk2Z3lzPNMpXV8ZdJp82zAGp6lYOmWBhs+1fjAzGN6Nne7jBf+NU+rlnfwp//7vpZGNwU8HjhD/7DmDV68M9dP+TLG6v47m2XMRpP88HvbyeRnv9QukKhmGfsBfj9+yDcaXuzQuWQlK6GnOWYTadsZOYxBnP5miaqzTQ2I81oakaQJS7QPLydZV0Pz9jocrrkmfbBKW3TWus0KqXE+V0+09fd5qD1joTxpccqrGwQN1PkkmatmhA4Gj93mtGrvd1h52/VKToW08G6di1DL+MbPpRf7k+PTi/FcYpMqhXPyecdPU8npPOl6Q+oiHn7HEtp6AJMlpRLZlDXy+auJHu6SyPMp9qGoxJWDZ+FJgS1MyRaNNsoB00x/4yehFd/CJfeBg0rp7TpcDTFn/1wB03Vfv7tljmuOytH8zq48Ytw9CnY/l3XVS5cXs833reJvT1hPv2z1/IF5gqFYuEyZ4X6Awecr20GarGtOjCeYn9vhD0nehm3pd1ZRs9MfCMe6I1wqG/6Kdky7ywWRiOEmLRZ5snObhsBN+esktGYyuboHTPGdMnKRgCOD0Xz0TOAzEw3WrY5aCMHn6Vt4Dk8mcr3pGvUed2kBF3XJ06v1+c3cuPzaJyzuI6l9SEAknMwiemfyEHLZY2smPHeye90Ko7NQmXKzrHL+mY2USqru9ZoDo6nZk08pNghfNvFSw2REGk4jBVr4iZZxzhbKAdNMf88888gNLjmL6a0WSan89EfvcpQNMW9t26mpWZ2w+RTYvMHYe118MTnod89XeT3zl3EZ28+h4f39HL3U/Mv6apQKBYq5VMcLQnp1NFn2XGyEPnQXZwii/Hk1AyPw/3jp1TLdmzIENAoHslkbLIn9/fjyRmG7njN2qIdzIwTNNlaLouXDp5kWfej1IwfY0VTFeAUDQFIZHIzK/JgS5kPpE2RKTcDMpMoK3AggepYB8cG3fpZ2W6G/brOkVR98bNQE/BSHTDETU7JdE+GjeuUcZYTZHO6mdppHn+ioywAVb9ZJxkplZe31yEG6mbmOFKnafhVRxR4LjIKrc8qCKSEVzvGeGi3rRSl2KHOzm8JinLQFPPL8FHY9SPY/AGoXzalTf/+4QO8eGyEr7zrQi5cXj9LA5wmmgbvvAf8NfDTW8tKYH/42rW8+9Ll3P1Uu/OLQqFQKKaIXejA7hxkcnreKRuJpXn64IDDOJ2IUKwboU+/RserCfweDc2W4TDZyF48ncVjGkqpoLO+uDrW6bbJjFDJYIxHxwFJlXl8NycY4PF9fTOnWmdrRm7V4LnGIA8+DMd/67qLpfUhND1NW50horXI/N+raeVPeI6k6t2O7jPr/E4pxTGXhfYn4OBDjsXtA1EjtXOyjPdPfwxTxB5Najj6IDXjsyvWkqfrFaP21XL8x/ugd1fh/dSpCQ5Zp9UwtpeaVB+tgy8W3julPU8O67OoCeOZKo4wl6hUznMdmnLQFPPLM/8MHv+Uo2c/faWT7z9/gg9es4Z3XbJ8lgZ3itQtgT/6vlFb8sBdrh92IQR//wcXsHlVI5/+2WuzpwCmUChOX8zvDk82gUg7jaSyatFmfVHQp7G7a4ynDw4AhYhbRVGEbLpgpCVGaRrdRV1k+lF+XZJ3CiyMXkSTM4AEhkOS9VYxXltowTLbqY/lMcbty0ZL+l4Wk52pCJRLtLBsWlh8xNUx9Hs1fB4PHtOhHI3Zn4G5N0btaYWu52L6vUcHYlNzpuzKgTLnmmo4Fs9QP7a/EMWZ7On7QhOvk0ka0Sg701HElIbKZn34wMTrzgRJ81r0vgapqLusfqxMiyA9Z6p/9kOgtvT98b68o31uo2DTikZSgcKEy1zUGWqWyFC59GprDPUrrAWzPqZKKAdNMX8MtcPun8BlH4TaRZPe7LG9ffz1/bu5dkMLn735nFkc4Ayw+mqjHu3gQ0YbARcCXg/33HopzdUBPnTfK/RHlLKjQrEQ8ZB1KJLNHYahsLjvaapPPpVfGktly/bdstL2BIKuUcNAnXSdx+HHjKgD5NPlaqInjBn1aaBL6V4fPGn7x1pRI+0rZEtIs7/XTLKutQaA17omFuEA4OjTE17XVDbHlv39p6ba6+Kg+RPlhU0sBx0gGWjN/53TAhwbivLgru58ywaJrBwt6HixNNVR1085/dHeMsL16OYjMxxLTT7iKyUc+HXh9fFnXFer9eaoiR6nacSIEE0c6JSF/U/EoUcKnx+LcPfE2wHPtg85UpUtpiQmlklAdGqiNwbmBR89ASefcz/XTJlJkYMPw/4HDSfN7XPZZbdtjP0uaqhhsTlxMxfBqlXNRopj+T5oVl646RqpCJridcvWfwBvyJCmnyTPtg/x8R/v5OIVDdzzJ5dOTnlpvrniLrjg3fDU38G+X7qu0lIT4Du3bWY8meWO+7YvvAaVCoUCTyaWVySbCQYiSY4MTMLwjI8gXJICD/WPO1T5LOzGrD37zmlvOPcXS2XZ3xMxBIty6XzUIZ2zbdSzi3LEKjSO1nVJsX/mdj7lsFL6pNBIhhbnl3tzsyvC0Dly6hE6KSGSyBJLZznSX+ZeZ5ITN8Z1MRarw+281N7rKvrhsd14qRUM5pb6aoReSIXNp2dWqrcJd0GmqG7twINw8NeORZ0j8Xy/vokojoi52cJa0TOyv2cSKXb9eydcJZHO5Q/ozbrV4xWRyxpOCzCpWQXX2sjJGfvDsRTdLp+jkv6H5cgkCmmuU3GgpXSOW0rjvpesV2afuaJo7NJNULuksCibygt2WBHxDW01eTXUR/f2kp3sOU6ToM/4HBiPvMv9kE4HLacbaZCZkZOzOq5ynAbWreKMZOCA0cz58jugpnXi9YEdJ0e544fbWdtazfduvywv17zgEQLe8e+w4gq4/8+gw11699wlddx9yyZ2d4f5zM93z5qqkUKhOAUSRmRlcDzFjpMjE6ZedY7E+c2hAVel1heODbOvJ1wyO65LyWgsXUj7iQ25phuF4xmHIW5RbkyV0ogO9kVoHxhndMyZshdPT85o2lKmcXROl6RzekkEzUhxnBz1QR8hnwePpjk8zqq4iwE5g+zvLXUI4uksoug6iiLVQ3sPtFRWp73fcKAGo8YzU8LBh8pO3hUovVqJTI6BSIJ9Lo5Ltc/96q6IvsbSnifwmqmyPk1MXmwl3GWkvkEhpc0kkszwascoOzsqS/RLKTnQG3GJiJV/GjTz2W+fSH0SjM/KBDyxv4/jw07HrGK6bWzAtuIUf5eb1hgG/7R+zwvbZHOT2P7YVsM5y28+hYnevANqI+02oVA0jnB36eSCv9pQsw7aREVsAiP5z4/UHfWbxUI7M03IctAQjmMdGYg6J8XNMfWOxthz+BgD+9xrOmcb5aAp5oetXzE+xFd9fFKr7+wY5QPfe5nW2gD3ffANNFT5Z3mAM4wvCLf8COqXw49vgcHDrqvdcN4i/vLN5/Dr13r4xtNH5niQCoVisjx/dIiu0cSEqVe7OseIJDIVZ8Cf2O9MHRyOpjg6FGV/841IfzUAoQGjcXVvOMlje/s41DeORxNOdUcXg8z+vt1H7As7IyYJ0xHzHXWmZknHDqae3mnVYFnG0VQ4YDpIVaazkTXHnwo0Vd5wqL20BsgiGYYDD5Wo+lmsba3O/108SSalZFt7qQMQShRJr9suWV846ZDft9JNXakU8ciWqxl0N9z9HUWpfa1GOYDVoNeXNZydJbluqqKTaEScjhmpjp0vOpe3b4FwV34CIpHJVZxcHBmPc6yzNN3PzTi3aob8acPp86YjyGyKbE4nlT3VLJMpNCZ3OLBTdLQCdRBqnHC7oWiqVLTChvU56hyJG+mpbs5MsXM6UVTWjpsiqNtFsS8b74OOF2C4yFaxUgTrbMJvqQiBpJF2aUXQkPqc9YG9cFl9fpIonXMec19PmMf39ZVG0KSOPz2W/26ca5SDpph7+vYYucpXfASqJvihBba1D/L+77xEY7Wf//7g5bTVBifcZkFS3Qzv/xloHvjB75d10u78nbW8a9MyvvrkYR7dM4WeKwqFYg6YmoHmFrUaiqZKDMzBqOkwLLmYZMYwCI4ORhkcHoZwJ954wYnLxUc52BdB13VqAl7Wthh1U8LNQbN5C/YoQbF4xaT6pk1CdtpSkkxlc8TTWXrHjG20okhf+ToQIJMgFx/jsBl5avJbKY6Gk9ew9jLaasu0VdF1Q+Tg2G/c3x9qN87DZlQ2VRcm/Mr10tR1yWA0Zc60F0XQiiJQ9nN1iHXIHFWxLqcjVskzGD0BJ5411I4jhlNT/Dzlj51JOiTSRbFycL0hphXwFhxlr6bREtlP/ei+8mOwOPGs8X+iqDYvOWb8ptt46fgILx93F0/JnXiBRQPb8k7Pyrz0eRHVrfm02KBp2C8a2AZHf8OWAwM8trdMPWTcJmLhnZytoOXSdI0mytZzOu6R7V47+miFu4zrUCwak4xMqsv0c0fcas8Kx+2PGE7+q2aEclKOzQy1oQAMRerifVpR/aL7n6fIvrPq/Tz5yJzMN1E3Xk0DOUH9pIk9UlcT8FVYk8L9ig1RH96Pd548JeWgKeaerf8AgXq48qMVV5NS8oPnT3D7915hZVMVP7vzSlsfi9OU5nVw20PGF0oZJ00IwZffdSH7YZrRAAAgAElEQVSbVjbwFz99bWrqVQqFYnY5xeaz2ZzOc0eG2F2k2Nobk0Y6VPN65+HMyFs0XnCONMsRkzlA0FjlwyME1aJyP6/xZHbW6953dRoG/LPtQzy5vz8vtlHsoIFRb1OMlJLel35B7lAhkhf0gNS8+ZntNUtaDGl4KgiflGsya60/eBBS4xAbJjpSkFB31sYV/t5+cpQXjlrGf/Exna/XNBeicHYHrTrWSePoaxC2tQdwGPRF+x05bkQpho8arxdd4KLOaL7uedVwTK3j1i7N/+21pYbaGx1cs8HZtsBBcPqta0YHe5EHH4a0LSIUG4Ku7Qz3W2mpxriXNZRRRaxpw+vRaK0JUB0r1ADJ1Lh79CwZLhXiqOCg2NNUPbkEveEETx0oI6Vv7cdf7YhK7e2O8KQV/e54EQYPlUaTYgOAOCXBCZ9Hw+uZwMlzixjrU+jvV/z5TEedEzLi1N0FTU+j5ZKFQyXDeVGeaXP8t+UnY2zYz67cJExBJMSDlJLBI9sBGIpNv8XIqaAcNMXc0rXDyLe/8i4z7O9OKpvjr36xmy/8ah9vOruVn9555ekbOSum7Ry47dfGF/b33wLdO0pWCfo83HvrZhqrfHz4vu0MKGVHhWLh4FY8PwFSGkIaO00HplitNZnW+e3hQTK6sxrGcmyyDsNcx5uJ0trxKJowJnUaq3x4I6V9wewRl8HxVNlam2jSiB5kmjYYCzx+OPZbPL07p3SeVr+14mhEsf1npf2F404jsjecpHssTqct3UsTEl0rRLk0XxDp8RGrXlly/OePDtExEisftRgzjH1dSp472EX/rkdpHXyeYLyXQNFUuX0XveFSx9xSoDt7US1nLy5Ii2u23YwlCsad12oLYI/y2I3ocg6F1X+qflnJ3RPWgkhRH02bkp49vdQeSagPVYgkNKw0Jgwmg9AQ431oOeOeVsc6jObihx4prNO1HUZPFNLbgPODQ9SE3TNJLIodk7IiJO1PGul2dorrNh0pf5IVjVX5vytjvm9FkcyI0bGhaGlqZsk9FMaDFC8jT29ij2xWR0/ke5+dvaiWar9Rb19RPMzFjqD9yYrHdGBz7vPoWdDMWn9LOt/uaJZLoWy0PTfnvROqmvMvl/QWVGjJJKgPnJobokcHOXayg8Hx0skeO/bPcrmvhpwZ2R5OysqpyHOEctAUc4eUsOULUNVSMXrWG05wy70v8tPtXXzsd9dz762bHUXXZwRt58DtD4OvCr73VqcssElrbYD/vG0zY/EMd/xwh1J2VCjmHWlEtDonVnLM5HSGbbVHEsnurnBe6dA9EiJIZnKk3SIENquiLtJOIDVk2Erm4pwEkUuS0yX1IR+NZp3u0cFoXr1sYDzlMCjtNS8Bn2EO7OuJMDCeJJGMQ2wQLVlZ9KGYnC5d6/KEwIgWpZ11NvGM05Gzrksup+cN/pAX4pnCuANeDTRvSWohGKmiA+MphqJuPZyG0KUhWjIcTRGNJ/OOoD8T4aYLlkwmGw3LZwie/XsArGgIcs7iggiCPVro6lDYe2JJo55KSmn0kHJQ4o4VdtG0EYD68H7X6IwWNSI7DSE/5y6tg6LkVYnVE6p0eAA0ri7ZBoC6paXLUuNED2/Np7A56NpuqCBmE+hmXy8wIlie3p14hw6WGYBBsThG/BRqlqKRUX57uCA/v6guWBLBsX9m81jPmeVMDx5y3X8yk2P3gYPOelMhIGqKjIwcn9Q4G8b2UR8+gJASr8eoM01ndaNOqhzeMim/U6HGpd1R/QpYdbWhyggT1+NVNTvbJnm8sPhCY21z0sDxuOq5/OR7LifpCyc5MVRGWVPXjbRfWz1mMpNjJJ7m+aOVxWGEI3bszqsvPE0mp/Nyv6Q7Mf8idMpBU8wdR5+CE9vgjZ9xb2QI/Oq1Ht78tWc41DfOt99/Cf/7xrPRyoajT3Naz4IPPQWLzoef3Go07S6akTp/aT1fe+9GdnWO8bEf75x1GVqFQlGZ17rG0CdRfP/qyVGePVIwGqScQCnORk6XZL2G4WgZqPZvwUBqmIaxfY69Vfk9hBK9ZHWdbE46okHW5M5YPO2QwrfXvFhGUy6Xo2MkzrHBGFldLzVYj2ypIFhhUDYt++jTcPhRx6J0VndVuJQY9VWbVjTiJ5t3KKAQBaqKdyGLtrVS1467GXnhTjpG4uzuGiOd0xGyEL2y9m83Hsv98hQcMOt/5xjskSlnJNFYL2yLqkWTGfZ0h+mLJEvTMosdUJs3ZdUbBpMDeHKJ/Ox/HjN61FrrJ+DRSj0xN89s8YVGGv757zIMfrd1XJzBZCZHbziJN2PUDFrCMuFEGn3kuFE/JyVjjmipNCYOBPhTLpMAoSZzLWv1nHn4Mp+hSTSQ7hmL2Rq0G/tpKIoi9oZdslWsY5Z57qOpLOmczuB4inQmw4gjddd2Dd16iEUHTHEP9/MSpmvh1k7DQRmbakrYIl2FAQioWwIe8zpNJBRk1v1lc3phzNUt4PGT8RmTGPYG5Uid5Y3Gvdt6eICXjg+X7UGYHO0kdeIlGCo4yOUeh2fbh3hwVyHl1RlBc/9ki3TEPLYg7atzXWcuUQ6aYm7Qddjyt0baxOYPlLwdTmT4xP/bycd/vJO1rTU88vFrufnCJaX7OdOoaYXbH4IL3gVPfwnue0dJHv1NFyzm795xPk/u7+cvf77b1ZhRKBRzR2n0q5RI0mnISCqI9EmJpqfz6w0vvpbB1isB6EyFCCfSrrZyKpvL/4h7NIHEQ06XxNJZ+iJJljeW1uxaIh4uQ3CQyBiO2mCxg5YYywtW2McxaYoOtKtzjJdt8vzW24ZQiiWAkUCTzuup+8w6r5IoWoV7kxrPG+i94aR7xMdGOUVCMUFD23ItYGqiJwBnFCiZNu7HWDzDUKrIJMtfixzHhqKGCqe5zJMr3BdvNo4j0OQpyjgpenjaaoOGsEw2ZR7G2qnfiJTkczQL23WOxBkcT0K0NIqja4XzNSK0xnbtA1GGoilIGPc3Z7tXQkoW1wXRKKg0AqQCzYUozPrr89e2beB5AGLpMg5ChZKJ9KKNpLM6mtTzkv1Wamixse6aKtdjpvmWcYKeOtDPvh5jUiLnKYpk1Rb69rl6E8efgWNbkRIaR16jccSeaiiNCWoxmUbap0Cl+rj8PTOv08D+wnvFgjE2ntjfzyN2kTMhCvfZ/pjHBstHcQcPw8lC2uq2gz1GLzXzuWW8v2zrkOL6VvsxJp7zF66CS3ONctAUc8O++4287Td9viQU/8qJEd5y9zYe2t3Lp64/i5/feSWrW6rL7OgMxBeCP/wvo1da96vw7avg1R86rLk/vXI1n3nz2dy/s5sv/Gqf6pGmUMwjchJ5cJ5iW9uW3mXh82hcsKw+L4JQHTPkzkVVE7rHSFEcankDY6mJjycEaDLDrg530YmWmsopUG6G72hsYpGB4Wgqr6h37pI6rlxbOguvCUFzdfnj2+vxLGchq0uEhLqQFzQvOY+zBjlXbRi+0u6gJSMs7XG2CbA43D/Oyx2Rolq+UopvrdvqzTXGvQlaanD9e10Fn3zpsXxTaEtivOR4cSPKGktn2XFiuCiVXRJJZNjbE2YklmbIFoGyp3eGEn3OibtcxkXUoXBiK5uq2LCkqTS1vngbf+F3+ID3HE6OxMlmcyQzOWKpbP553tcznj+CMf7CsTpG4mQHDHVJ+8+WJ5dABGqMEq1yxnCoAeqWIdHwZo202dFygg2J8qm4zx4ZYnf3GGP7nmRJb+W6rBIxDmvQmjcfHZJSlvSzsyZtinvkWel95s6M/3S9xCnK6pKqeJejt9/ivq2FGG3xfu3DTMdhrKhVQtt5zvFXIi8vL2D5Zc73rLRbTTMcZ2FFmqUzVbcIK3pmTd4kE4XooeMKR/vLK8f27XZMBhWurTBEUU5sm7T2ij3tWJQ/ojF2XzWpYAUBnTlCOWiK2Scdhy3/FxZdCBf+UX5xNqfztScP897/eAGvR/CLj1zFJ67fgLfYsnk9IARs+hO4cxu0nQu/+nP47o3QU5jhveu6dfzZG9fywxdP8k+PH1JOmkIxT8TFxOlExR9PiTFzazcUMjmdda01NgNVlqRCSs1LuEJGodUT0jI6ogMFxTu7ze6fhlZ02ZRM2zm8cqJgGK9rraGtrlTM6er1LYT8k+yDZqaPGsfWzfo5p0iIMQbjfJ47MkAmp9M9liA9dLTwNs7I2oHeCMnc1K/BQ7t7SpatbKziouUNTrnusZPOlaRO28BzNA8bSnAtQ0V1i1KCnsMz6qxHe3xfH1sPDeTXOWxrzizQ8vck3biejLfQXqHkXpkOnECYjkXR+4MHSk/WX6jHSmZy9MkGx9uJ0GK6xhI8vq+PA30RDvYZ4iW6eS80PUVt5IhDdRHgxFgKkI7nsW3gWUjH0IQgmBzIf2CK0x2XLl7E8oYgPr/xXMWrXGrgADx+kpkc20+OsK8nzM7O0bwz597j2f3ZjqVyPLanh2zGdIatD3Lr2eA3ItKJTK6CiIStMBScHr/l7Oy7Hw4/nl98YjiGLmW+6bxPs65nOq84GEgOGi0arNPVTGXITMJogVCsLlsmult+zBjj9hR9zuwTILWLQUp2HB/gyedfcd9VkZP/vKl82mcT2fHY1xk9gXekslCMRU3UqOGTQuRTeIdskTLXtGbz/O2tNIJ+9++B5vo6YtUrkZof+z3sWfrmSY1vpnkdWsKKOWfbv0K4A27+x3zqRM+YIQRy91PtvHPTMh7++LVsXNEwwY5eBzSvgw88Cu+8xyiGvfc6uP8OQ/1KCP765nN4/+Ur+fbWo8pJUyjmid1DTuPfLS3K7hAJPQN6FiEESxtC/P5FTiNTCqfzUiwIlCiX1kWh3skyJ2oj7WXXnRxT+06xpzeWk6+e6HuqNlhIkfMNFRyH1pqA4aBJOGuR0ym27N5wPM1ILM32EyMc6HFKjUeSzgigrCAVbt0vtzPY7VIT4y+u65I6125o5cp1VgTRcjhKtw36PEYtz5DTMK2PHEbLpQknMkhdL6g3mghN5O1tnz9ApO6s/LEsOzqd1dnTHSaezpH2N5JddJEx6eevgaa1hZ1ZwhUWF/yh0avT5MVjw7zcGaVzxIx8CMj46oyUxZLZB+P1kvogdZFSAY2RWAakJBIvzDQIhFHyAPjTY0avM6kbjrWtFs/v9bKkPojXzEkMxHqoH9tPCVIyZqbvJjI5crqkJ2kY5brmjN6KCnVUqWyOmv5XiOz8hXFeBx/KjzjfAqNSCwJppniuujrfHDyPvTl6OppXgx0y04gbq/1sXNHAxSsauGBpPetaa9CEYCSWpmXoZRpHX8ObsTkhfbvh4MPutW3WszmZXmj2CFpFOX1jn5GTu2kaLZMevHSj42XEJaXav/QCx2stFTHSvHNllBjjI3D4CbxZ49w7whmOt+9jOJpixBZRLf6c1kbaWdz7FEjp+G4qpwhunzxL2iJoUpsfwRDloClml6Ej8PzX4aL3wuqrAdhxcoS3f/M5DvaNc/ctG/nqezZSUyZn/3WJELDxffDn2+GaT8L+X8E3NsMjf4mIDfLFd1yQd9K+8uhB5aQpXvcIIe4SQhwXQiSFEDuEENdOsP7vmOslhRDHhBB3nsrxXzzcA3t+7pA6t6fRLO15grFXfo6UEk2UOjKa5nTQpCRfOG8s0F0nwgNej1FDE6zP19L4sgUFxcl8NWw/MULHsIuBV5EJUi6lpGn4VZZ4Y9SFDyHCHSWrWNLhgCP9UdgM0HODlsiKpLnGaVRZTq2Qej6akSxSTMyOFrdDkOS0AOM1hqOSsxnulgPo9WhcuqqRN53TRjDRj9AzJTPzVR6b0WlFHFLjNIU8JcafcHF4h6Np4skk4fFxx7vebJSGMbPpb9xFlU7zkVt9Lf2LfoeVTdV5Y9qeItg1FieVzTEaTyOFRq5pfUHwY9klJbu0ntPiUSbSOaTmpyvhpXus+PkoEmYpHalz2DJrqHWaK65qquK8pbUQakKsN5Qwq2MdhfNoXG3b2LjPG5pNZ0vKfCTFzlAsyfGo1+GEJxrP5uTiG8h6nQIiS3seJ5Qo1EdVxZ1R0mCyn9FokvFEiu3H+owJEyGM2r7aJWVFJiTSqJW0hDUWm45I3sCXzlTYjhfzf3rTEUZi6Xx/v6DPk1ditbOof6vhYErJeN8xw0Fxa8idj6BNRljMFkErai7t3KdgLJ7Gk6vQ9qeMmqQjihmodQiSyHAXtZF2lvRuIRTvKR1z/17HZEUkmWO46xDHhwufSy2Xxpc2HLRXO0ZBSuoih/HoKYLJftc+jCWnZ4t+5rzzX2ajHDTF7CElPPoZ48vjhi8C8JNXOrjl3hepCXh44KNX8Y6Ny+Z5kAuYUANc/7fw8Z1G+uMr34G7N6L99it86eaV3HblKu595hh/99B+5aQpXrcIId4L3A18GdgEPA88KoQobZJlrL8GeMRcbxPwFeAbQog/nO4YfBnTeBgqn6ozMJ4gURQZs4yGK5YY/+taAKSRmmg3AscaLzRNB6eRkc3ppqDCYqNWaxp0jyXY2VlIKyupoXHDZUa5ZfAFOGzUf2l6mlCil3Mz+1iSPkHd0E7DgbUh9Cyai6GXzhScH8/IUWO7ZLjECciYkTtvNuZoF+A4hu1+NA+9QijRD0IQaTiXjK8Wj56iyudhXWsNrTUFY3h5YxV1Mkrz8HbqbBFJn0fjHat1/AN7rSM4o2iudVCF62kpBo4l0vxmXxc7O8P5vnEWmhndkTnj/2SwIFkuhEBWt5H11ZhCB6ZUviwkOFrPlBERdDFKm9eVLBpp3FiyzDqt4ZY3cCzdSCK0OO9ALekpquMyDeqyIjjA/p4IsXQOueJKWmuDhHxe0DRE0MicCSb7uXplFRcsrc87ZQDUGTZCwOsh43NGUe2/e51DUTK+WnqXXG87CTg2kiLrq2Wg7WqSgdb8W1UUojVuDh9A57BZ9xZPA4ITQzFePD5CZ3dp2isYbSzAJeJii2Ztf2lryfOa8dWxaGBbWcGLYpb2PIHoeZWDfeMcG4o6HZqaRcSbz7N91xj7zOR0R7TJgT2CVsHdTmZ0jgxGXScd7Li1KrCyAoyJGQmrrsq/l8vlqBs3PmdNIztZ1l1Qek1ksnSlisSOXJzOppFXaRt4DnIZOkfi1I4X0p1DiQp1bjbcrk9b7Qy0L5gmykFTzB777jdkld/0OfTqNv7u1/v5q1/s4Yq1zTz40WtY3zYDsrCvB+qWwNv+DT76Mmy4AX77j4ivb+Jv237Lh69cxveeO8HnfrlnUspyCsUZyF8A35dS/qeU8oCU8mNAL/CRMuvfCfRIKT9mrv+fwA+AT0/mYMYMvfOz5smVOghuE7bBRH/e8TqvLcS1cjvER/CHjZqd8dq1DEaT6FI6021Ci0BK6kNeNq1ooCFkOBP1IR8suRgWXZCfeXeMtcjgu2pdIW1Hy6XxZCduxpr2u6jjuThogdSIbZbbOG5t0Ms5i+tcx9Y08Hy+aa19lCOxMmlOaWcUq67BmUoI5FOgLOK6l0f29NJ78CWCyQGjpsd0Cn2mJLxHEzRW+RFCM4QHkmGzb1faXK8wc+/3aJUbDlvXO9LD7+ovlbzt1UQ+MqrJLMHkYN6ot+3EsS/dlv4qcd5TS6zGqEEzsJ6bcDzjaE2QxyWFLR1wKy+wIgkhRpovAeHBb0YoihU1NTmxmAxAGj9ZR2RCgKYRrzKcsObeZ4z0T7uDFijUxTVVOY1lOd5vRKF0Ha9mOBdSK9QFDsfS+euR8TeQChoO2lmLarl8deGc7Y287Tj67OXSvNY1Rlp6iKSyjvC0I+0QSLZe7NxRi5GKKs1nqi9SIQJlsaiQBliaOizJDh0tVFnaUxzXXMuWwQZeOG5OFpjnsP3EKNvaB8s3+gZcnTPbeY6bojD26KMbuaLvnb5wklHNiMz5PJqR3muLtJW7/gD7e8Y5NOj8nhoaL71+gZTxudT79lEt0o5U22BywPg+Hu8z+/K5PK9Sks2U7nc+zSrloClmh3AXPPQpWHoJ+uYP8TcP7OG7zx3n9qtW873bL6O+6gxrPD0XtKyH9/wAPvwbWHwh4vHP8bkTt/HlSyP8+OVOPvbjV6cmd61QnOYIIfzApUCxdN8TwFWlWwBwpcv6jwObhRAVv5gkWqlYBdA4aqalxYy0NF2X+boSu4FTEz2eN4E2VCdo8KShf2/emdM1H+PJLMlMrkQK2tSIw6Np+abShXZcxSsbRliV3+lIVQc8BJJD+NJjLOl9ksV9Tzve13LJEoEHXbhF5grnVK6eAyjIYbvgSzvrq5KZnNGfLFaoI/E5BKOcltKi+io2tNU4jGgZcUY2BhOCTE5nrGNffplXE7xj4zLWmw2K88fw+KD9CWh/Eg4/lhfRkLbzv3hFg1EbbFEccZCmOt/J56n1u8/ZWw5DffhgXpnQTt7QlDonh2MOh0q3RcqE49jmNahdkn9uNE24RzqKRCCEMNJFS0QC3do6BEoVOicb9QHw6CkG0j5oWAWBOlvT66KD1bln1iwqEqCRPTsNWyMTo96XdVFX1RyfI8sRrAv6ELZ6p9XN1a6TFZbj2T2WwOrDZkXxhM1JbR14zrFdxNfm3FHbuRCodY07pbN6fhKg1l7q0VaoX2txUUBtH4iS9rnXwkkpyUnj/z3dY4TjmXx7iWcODzrl740tXPcD5IVRoLQW9uhglLhLfWxxOuFLx4cZbtlMMtBqqGQWhVobqvwOJ9T+HSuRJRMvlSJ4WV8NdeNH8Gla/vtP09MIS0xl9IThqBXROviC0XNOL3Le5jE7STloiplH1+GXd0Iui/4H/8lnHzjAj1/u5KNvWscX3nbe61OlcSZZdgn86YNw6y8RwB/v+wi/OutxntrTwYd+sJ1YaoJGkgrFmUML4AH6i5b3A4tLVwdzudv6XnN/DoQQdwghtgshto8kzdon80d782r3eo0TttoIb9YeXRMFw7fD7O8jdVs6o8gLHRQ7V1lfDWlTWj5vhAvhaG6/rMGIzlgG37lLnFkKmhC0DL2U7ylVTCBpOAepQKnEtM9u6dqMFl+xLDllGg8XsbatmpZqP0Gfh9FYmsf39XF8KIZui4A4HLQiwQw0w6mwVBLdGDVtcLu9uKLJMDgbqvysaa5mZbNpgMZtsunZJMSGqA/50HwF47g1qBc16hVQv9z2WhrbutBU7WeprS+dVmwI2pE6PWNGDzp7TVXnSJyXjxnj9HkEUgjqgj4CqRGGomnGF7+BY1nz3knpLl/fcrbhpNkaO+ueUifbrd/meO0600krXFC3iIxd9KauuL5caLDiMjjrRvd6JY+vtI+btWmRoX5iyHRwDz9upHnajhv0ekgGWx1pa7rdOU0V1DGrA16uCbQbjoLpqAlw3mvzmbfuhydX2K89gjjaeDGu06RSdy1FGDJbWTRV+VnXVuN80zzWiqYqVxG1ULLfUPJceWXp4fCQSOfo7zrGvp4waVP2PpbOlja9dqQ42mg9B1Zd43Y2gJH6ub83UhCSWXsdUEYxVmhkfdXmd1TpdbBnAGW91SRsvQKtHpE5LYBEy0e/LVY2VbHInCgKJzIIPUNtyMt5S2zNpsOdhb8jPY4aWKSe79FWW+fMGAj6508fQVnKipnnhW/AiW3oN/0Df7k1xk+2d/Lx313Pp288u2xxrWIarPtduPM5uPR2Lur4AS8s+meOHT3MH3/npfK9YhSKM5PiX3zhsmyi9d2WI6W8V0q5WUq5uba2DiFzecO3udqfL0y3Yzc27H2NXFUEY0P5GWeJyKuetdT4CXgLBueJxquJNBiz6inTKC6uaasNFgzbq9e3lEyGBbwai2qDVJWRvPcJY78jTYUULd3jZ7D1qqILI13+MomP0Da203X/dqp8Xla31CAoVlsUZt+0okhP8Q40Xz6SGIobvZKsXmlLV5kpZeZWdt/SXsfXXBMopF/aDTgTjybQ7E5E/76SdVh8ISy71PjbiqC5sLalBr9HI2Aar3ZH1MIyMpd2P86xk0Yk0zJOk8E2ukYT+X51VX4vN29cy2IzqjQUTfJs+xCjTRcTq16FhKJ0QhNNg/PeDue8FapbydQuL10H8ga9A6GR8dVhv+u67e98qZXwUB/y0VTtZ32R+uaSeqdgB8Bla5qN2jPIKzu6IXIFh6ll8CVGx0bpHI3no3jjtYX6urqQ1zUMmBckK5KlbyBGU8iXjypLwJcq7SloRVSt6Kffo7GquYoVjVV4gnXEq5fbmq3n2HFy1Pg+aDvX8VmJp7KwdBOHAkaftNUt1aWpwKsLWkdeTWNFY5UzygZEa9dCtZG6mc3p+c9SKthCOqcjZK602XwJZb4qF18AvgoRcpN+K+Ww2pgcKBd0ynmCxqRLGQccIBloxZ8eZcSm+BlK9CGFh6HlN7oqKrbVBmk0vy869jxLIqOXOjd9ewp/hzu5ZkMLV683xmvVfXo12LSmjfOXFhy7+azvVw6aYmY58Rw89UXkuW/jbzs38fMdXXzy+g38hXLOZodAjVGfdsuPaEp08HTd3xLqfYU/+o8X6A1PXF+iUJzmDAE5SqNlbZRGySz6yqyfBSoUGBnGnSeXJJTsBykJ+jy0DBq1Rt1jBUOx+Cd9cV2QgNeDrvmJp93TkB2zvRiOhKP2RAiGTUOo2u9loO0a5KproKY1/75l39V4crSkuyFVSKHzezSEEKxoqqLa5qBdu6GVy9c0m/s1dmB3JMdr15MONCKBfT1hY7bcXgdl/nmWVVOcTXLO4tqS83FwbKvttJy/CxLBxhUNrNl8s1GHYzk/xev7qwjVG6lkTSO7EHqWRGgJoWCQpRdeB5iRRJnDb3N0c7VmWt2qq8uPz3HAClE8IYx6qZAZ3Sgy5ja01ZAKOKOsHvMmWTP2dgpS/zo1UcNBu2LDUta11pAILXKs21Ttd9RnQcGpksKQ45dCuKYq5ln7O6QWbza2qbBaJbLZwpZWu4S0v5E1LdWsbalxpLuF688p2R4glBoy+92RdzYmItlTERYAACAASURBVJAy0on7I8n8b50VCexf9EYSK65zrL+oLsg161tYt3xJ2X1usAVPpAQtZlPSNB3qYqGSdE6ntSbIorpgySTCgd4IXaNxukcT0Lja8Xjs74uQDC0iFWqjNuB1VxmsabWlgRrnUNxwPl69Arx+WHUVL4qL+M1Bo32CrnmJp3OTE/1xyOxXemDK70uXcoL6NojWrDUaYTesKhyvCIGOFB46huMOsZFUTpLVzRYGtnGsaTYmIWoufS9eTSAxIsfprA7+aofIjp2gz0NLTYA6U7hnVVMVZy82vrOGowXnsD44f+U4ykFTzBwjx+EnfwKNq7mv5dPc92IHH752DZ+8/qyJt1WcGue8FT60hUBVHT/yf4lN4S28+9svcGywtMZBoThTkFKmgR3ADUVv3YCh0ujGC8D1RctuALZLOUm1A2BZ9yOw5+dUeyWpQBO94STRVJbXDh8jakszXt5cy5L6IA0hH75MhHR0xHV/xSmNgMORAvKGlFcTSKHhrbcZm6vfmDcQGwdfge5X4fBj+NJjaLm0Y1bYTn3IR1XAOE5TyPjfniqWM9PCpDQidv3jSYgWaji0VJj1/Y/lDR2kTsjndT2fPDbDN2uL1DQNbcefCaPVLobaRUYdjiUYYUZWHNektnD+mm40Q7ZHyILJQaq1jMNxElWmFV5JTtyGFYXzZsadaZB2LCcuMepQmDOugXCISHjX/U7ZY2kCEnmD0rzXretoWH95vn6qZHw1hpNqjx6BMMUNZnZSNOTz4MuEHcusRtqNVX7qQ36aqvwIjy/fdBngkpWNNIR85LQy0RhHNKvCmMu8lc0523RnfbVUNTgdvUV1QZprAvjOvrHs7j1jJ2yvJFq0UKs1XrMq//f61hqWNRjnErD3OzTH1zNmnI81wWJFPa0xWsI7WTRS2VzlzwrFExhlqFvKsLQ7j4KecKLsFof7x12ExSqrOFby9Q70Rnh0by/7eyJlB1kX8kPjqopOYNrfAFIyMJ50yOjv7jYmRyTOyY18A2ohyJrn48klWVQfgrNumnDi4bqzWvn985torQ2akwQif11WX/pmqjaUT/GcbZSDppgZkmH48S0gdbZe+g2+8GQ3b7lwMZ+9+dz5Htnrh7Zz4MNPo624nH8S3+DtqYf4o3teYG93eOJtFYrTl68CtwshPiSEOFcIcTewFLgHQAhxnxDiPtv69wDLhRD/Zq7/IeB24F+mOwCrZms8mSFzeAtDXQVp9g2rV+HRNCMdMhOhseeZsvsR6PYXaEVKIVZxfGO1n3OWNLC6xZbCVtOKvvqNJftsG3iO1sHny9b+CgzRhDefv5h1LZYBrbG2pSavrra0IeQ0zmxNjr3JEadJN6m+SwWy6ULNVihpBj3tqnS1S6F5HWLJRbxhTVM+LakweoPFfVuNVCWb8SfQaeh8iiFbynfTygvNN12uR8sGQxXTfjpCoOWSLOovum9VTeCxohnmMQcPQk8hvVNgiH4s6t9qLFhxOaK2SEDCfjZCMNZ4UdEyD6J5HQj3tNTsymvoXv5WIrboVCA1ZEYSJr4X+bTESURaAj6PodYJrGt1Ru+CZrrpmpZqrljXggjUGkIgvhCaENS1LCNRPYm2OhWM93LvDEZTDgGLar+XFU1VjijuCquvoOZx9OAiUFjHO1L43EpgwKYWuG8gbS43UnCX+aLUhg9T57NNMPhM5U+zLtOqocxfWvP/4eZLGGp5AzmMSY1cpf4EFRhsLaeDBCDwCFFSr2VxoDfClgP9xn23PyeaBosvArM/nUVOl/RHymflWOnWRwejyDJu0eVriyZFbNfeSt2UwkONX8OXdtotVqqvJrMIqePzaFy0rME1M2t1a62hcCsEFyytL4k62hFCINrtbSMKo5c1i4tqTOcW5aApTp1MEn76pzB8hEPXfYs7HhnjkpUNfPU9G0sMDMUsE2qEP/kF4uy38Ffyv7iLn3HLvS/wwtGKmVsKxWmLlPInwCeBzwO7gGuAt0gpLTnCleY/a/3jwFuAN5rr/w3wcSnlL6Y9BuEhGVyUl2T2p0snRfJ9Yysaws56nmIj2HpfE4J1rTVFKodQzoQtVkFzbGFuEoz3IUaOY/X2aqr2c/7Set5+0bJC3Y5F/Yr8n7ooqvXRp6YkG0o4lRebqv0OAQc8Xli6CXwhltSHCqlw9sGbaLnKtTYhnwctf81s266+Fs57h+GcFTlpuiyIp+SpW2rUAFs5pfZxRG2ZtcW3I1hf0ssOYLTRcBpzgfpSJUJ/8TPgxM1AjVUbj3ukbn3FbSeLFR2tDRYaQRf/tOfTM4WhNMrZNxlCIIsuAH816aWXTe5gFZQ/K5VJjKeyBLwam1c38cazWiuvv+5NBcPbVmMlhGCDKdRRH3KmtuXFRoRAlxLPyFHqxtsJxArPryXSs9iss7M+n1bqczhh7EP3BEkFWzliZrgEKsjMk3TWuNqdH9caw8LJkJOyrCR+XfggwYHXiPUcgFzh3ABoPcuwJWwc7h8nmnQXILNHS6sDHjI59++4kkjh8sugeT2c81bqQn7S/gZWtDXjEUbashvjtcYz3VoTcBcjATQp885fY26I1c0u1ymbNgTtDj3qXO6rKtFMma9+vfMnT6I4M8im4We3wbGtjNz4dd73pJ+l9V6+c9tlzh9SxdzhC8J77oOHPsEHd/43rf5xPvC9HF9/36XceH45YTuF4vRFSvkt4Ftl3rvOZdlvgUtm4tj5NCGp02/2N6qJHifccJ4xcztk9OOxakzKfi96A440NgG01ga4ZGUjr3a4qCK6RYAqGLflyBuxpqrkWUsaWLK6CXqDhiKhWcdkGYYSow/cbw8PsqIxhO4JOF2OlPuMfTnWZto5Pq4TrVlDlc/D2pbKDolz8BrLG6vwezSODUUR6BWN+MFVb3Vsm6e2qE4lVJjpT2dzCI9eJFpSdAy3e1G6FghD9l3X/PmIAEC8eiWJ0GJWrmlBnCi61y495OpCletiYjWriVVXTiUrHqVlUmdyutmYucB1Z7UyFE1TG/Sya18Qby5eMjmgOc7W9nfjKmhchRhLAHH3CQqPv+AkZFyiNBtuMNofTOJcLCcJ3BsP51m22XAee19zLLaEeYovXaGdgMDr0fIql7XDe8CsXdKEIOTz5M/R2of1HdE95jy3cg3WHRT1/8uazk8yuMihSlmizIhRx1oummU1ch5q78O3Yj0ByNfZueF1mWyvDXgRQhCpXcdYxps/ZiQ5yUzxUAOEjCbpkbVvZagvQiBUS6DqJFrYfVI5Z0aty50XAMkR8JeK0TjIxGGoveT6UrcUOTBknsv8oiJoiumTy8L9H4LDj5G56V+5/dV1pLM637ntskJesGJ+8Hjh7d+Eqz/B2zOP8J3qb/OJ/3mJn+/omnhbhUJRlmjNGsdrjybIaaUpNJ5snLWhGIwbM9gBr4dVzVWsaq5yjzKtuJwlDQXnxHI07IbixuW2OjJbf6L8NtlSg6+l2m9InXe8lO8/ZO1zRWPpPupCAcPIXb7ZiBR5fM6oj4D2vghj8TR7usPIojGSKFOnVYa1LTVc5DnpaLY8eQSL64L535tKKX2jjRchtPLRt7JICUgaqmy/aU3OZwC/eySj1Fk0GpCPNG3ML+ldYpRDSs2PPxDgmg3lUyDBiDBevNytsXTJwSdep4h0VueRPb0lGRdCCFprAwR9Hry5OB7NRXykjH9WYVGBlg2Fv93uoRkNsacCWo7UQFt5sRc3pyWPx1sisgKFiZS+cGGyQwqPo16rJuB1dxBqF6MJkY+kW/vqMGXorUh0XZHwxKQF1NZfT3/GcDxi1c7Uu0f3lvb2MurmBMFEv6PPWyA5mP97KJri0FHDWbO3XijGownSfmffNeuz3+1fTcyq0ZumV1MdCiA1L6msjvTXmDWlpbj1oaR5neNlf7hCI/Cmtcb/iREYO+l8b/W1YArswBTuyyyhHDTF9NBz8MCdsP9B5Ju/zOc6L2N3V5ivvudi1hf38lDMD0LADX8HN3yRa1Lb+Gnt1/jCz17kO9uOzffIFIrTEo9HEG44j3D9eYVlmnD2VzJZ3Pcbgp22BrahBlprDDVHBvaX1jZI3SGYUXJsTbC0zTTel7uni0kX62h1Sw1nLa4zZOQTRnRmSX2IlpoArbUutRlWNKh2MawyalzqQvZkG0H3WMERHI4WGUN25TshDLXENeWFMYzVBEt7Hi8sqC7twzY5ZIljYtXRyWJzp5LxFWpw1CmJ/5+9846Tqyob//fM7GzvfTfJpvcKCQlBEhKKgCggRZCioBQF24tYsfD+VGyvKIoKCAgINgRUmgGEUAMhoaQX0rObbMn2PuX+/jh3dvruzOy03X2+n898dufec+8858y9c89znmYYA+cB9NhEQ0YeFosiLd+T3MRl9XwHmTarjyIYrB7diullPgugwSxSZYPE3AyGd8yVm5Om+sowuSSHGeV5ZGX7ZjP0LgkR8Sy9fDaUm/dU0cTA/eZ35a3YNJefRFdODfb0Qv9mA3hbq0Mq/+6Dqo+DaafjqtDupn0O70UU76PN+DLTvS7b2/133BLzdAa9dueAQjlgezMtbP5zpIFrwC/+MYC0TAqmL6e1cC69mZ4kKHsaO4NeB7okgEHJsQ0UN7+jZXDZyejV96hLmZkp+01lyM+t0ZvNtW30ZZbRmTtpYFtBls0cDc/AZ6RZgsa9Ty4dxB0Tz33a3efEsIVu25tZjt2W71NShOrjfNoUexf29lc6beaiVO07gSc3Lenu+ysjhAtlohAFTYgclxP++XnY/Cic9n0eVh/l0Y2H+eKp08SFLhX50Jfg/N8zr38Tzxb8hPuffpWfr9mR1PoegjASUQTGI4wvyiY3KwOVFuge5HOHeU3E6agPTPqgrD6TPY+blNesMy0D5l8UfBILGEVTPG+yglhZ6nUtIJvVwqSSHLPQtZ9SWDEn4DDvGBMjSIm5kNPx6WdCfpWnFEAI3MfbnS6t/ExYNmj7AXLLdU2loknYLMrHgtaePxOAme46XEoFxE0x7XSYsDTwvBYrTF2NUoo0RxeFrVv0xDtjkNIBg/TLn9PnVFBsKmLTy/OYW13AzMo8Mm1WlMWCgQWnNZPm4uNCnMFDbqbnmlkxvYzzFo3zFN8GX8UymIwDSUICs/RNLMkJUOJLZq8kp6QaZp3DovGF9NsKAvsaLH36UDpbxRx9bWfkBd+fkY/yujYdWcW0mrF79RUrOVq5ml6/uoALxxcwqzKf6eV5QeI1/bCm63umbAa148/x2eV9XRlmP7JtacypzPe4VJbOAFumdgc2YM3Wo2ytMzMPustvmOM7oTjbx5W3xWmewyu2MxSTx4+jK3cSKOvAZ4dKBOa9YJNu1musrnuOvE69SHu0ajUAWelWhk6xr3ErddUFWQM1+Lzp7gv0Djh3YTULhrD6FmTZyLRZWVRTiCM99H1WWZDF8uOPC7BCgidrZnm+1zXrX8Tb3505CHOq8jl1Vjk5/rG3CUYUNCEyXC741xdg09/g1O+wseYq/t+TW1k1s0zS6acyiy5DffIvTDCO8lzO93jn5X9zyz+3BEmzKwhC2ORXk1s9i5Pnz2Tm/BMDdvu4QXkrTH6B/0z8EOSW+SgQnoiX8PFx4SsPVLToDxLz4k6Zr5RWjoqnBDRRStGeP0O75ikLFpedrK5aMAxtXQqVJtzbsjhIfSt3kgSHy4DcikFdrXzIzNfJPXLKyDPLGFgd2gpkNxMoDCggqMAEHVmFgxZGBsg2k5gopWDSyTDjrPBkg0FdpNyr9JNKs5lWnsusSs+k9Ej16RytPJXq0oJQhw+QkWbl7HlVnDyt1OPq6ZO0IfxJpr+CNrUsiCWjcAJM1tlC0xZcROe4lfSnF/rO7YO48PbZtZLjjHZhcMaHoWLuwFvvz3PY8nCmBbrrplktzKzMY06IEhPmmXxO6B9rZbWogQLoAPOqPfdxthmD5X28UoqmzsDYt9c/aKLHmjtwBc4fX8AJk3SsY3vZYn1tBSsK7a2wGr7j6p/IJLBraqBdls3qkxnRUJaBhC/Z6daQWULB10rbkT+V1sK5GGXu2ra+49XVH5hIJBxXwTSrhTPnVlKamzHoosLkYNekSbqphFstymPltnldF9XHDWoldGOxKF8LXZIQBU0IH5cLnvwivP9nWPVtGhZ9kc8//A7VhVnccclxvkVVhdRjxpmo614ip7iSR9J/TOmGX/GVP7/t58ohCMLQmBMWWzZULwKLhYKiYurLVwRtpgmMRwK0tSY/sHhuxkBWvChFDBbw756clHuVPznwhp5QBzOhmKRZFB350+nJHgcosrtrKW55j4y+JiyuPioL/CaWVQth3PG6gK4b7474ZSb0yRIZIuHGoHQHJhRYOqWUOV5KT39GSUCboWjp9kw2FYAleNzSYNht+XrCWeQbt1aYnc6SicVBa2AZFp0ifFp5CGuSH+lpFkq83BrzM6Nb+d9+VFt85lbnU1OcHZi90x+LhX6XAf5F1TMDrSUZZhr+YHGPkdCeP4O2gtl0BrHUDAt3jUGrxacvefPPoaHcUwurujDU4oE+ZlxhlrZI+dHU2ce+/BM4NsFTsnEgDb/F5lEoCms8hZwBpp3hcbf1uzeG/m3QDaaX51FZkEnJsQ0De7xdftu67TiVJaRXTXuPl9KlrHTlTsJR7BU3GON0GrOnTGTRhMIABbQgyxbovpvridmsKc6mPC+TNIvFY430HqQwlLNUQhQ0ITxcLnjqK/Duw3DKN+g/+Wvc8Mg7dPQ6uPvKxRRkJ3+1QQiD0umoa17AMv9CbrL9g8/vuoYf/OEvdPUFT58rCMIgeD380ywKR3o+tePPoblIJ4GwWJRWhioXBM6m3BkX8z2xaMonlkNP8tp6dEa0cKzdFqUwlFXXYcoMYn1xr8b7p24/bE7cQsRWFWbbWDKpmJOmllKUk062ucKd1XOEopZN2vLnnejBagtiifPq/8TB6jdFQV6l5+zmP0XZ6QMWjpaiBbis6REru25rT1VBpp5Mh3uCuR/XLm81y5l50nlMn3McVPnWN6P6OK3EDkK0yrnbYhHOoqm7hWHGTYF22z2upigsy8fSycWkV8zS1os0c/JsCVRQKvMzOWVGGROKh6egdeRPpzNvio8yMayM0e4JvpelxfteKyoqwWXNGLDOhCwdZI7VjIo8TplRFjTTpmFJw0gLVPB87uwJS2GCV4ypxaKtaxM/FGBZHsoYaXgpdDZrGlanJ8bQYnie+Q6XwYYDrWw4ECRbLLB+f2DiHzXgsh1aiCWTioOnuB8Kq4209GwmluT4uIIumVSsr8lsMy5y0skD1lyAvEwbNe7ra+Da9fq+glyXqYwoaMLQGAY8+3V450FY8VVY9S1+9PQ2Nhxo4acXLfBxzRBGABl5cOG9cMkjTM7q4tajX+T1X15G65F9yZZMEEYMmWm+D3ufyayXaxGZOq4lYJW5X9dAYtxi/8N86O4P31KQlW6lfMn5TDrpouDWqw4vd0Zvl8u2Q+6GQc+rlE5fXpaXwfSqYuZUa+Uvq0cXrLYo5bu675+6Gnz32waZpEejleRWBEruFTfUnaNX0wujXEgcV+iWN0zZLFatkBWMozgvi/QJx2ul1ZuSqUHdSWNBIn1ZyvMyWbJwPmrBxR6rbRArqFLKNxPmMPAuPPyhaaU6M2q0lEw13WSDW1jdmRjdOpsK08JrCXEde29263pDKtJWm4+VPSPNQllexpDlFuw2jwU2P9Pv9wrFwvFFVORlYmBgKCt1rcELUQdbHFIKmLCMvKLyoPdsTXE24wqzWDghjIyjwXD0km61DLjtdmeP97iA55ToRRD/BaWaQDdzn2sx2KJVCiMKmjA0r/wc3v4DLP8CnPpdHnunlgfXHeCakydz7sLqZEsnRMvsj5L1lQ3UTr+cVT3/JfvuE+j6183QemjoYwVhDLNiwUxmVeWFjKvyFPP1SqjhP0EfsDYM/hieZypDQ2VBczOxooTMHL9FM/dqt91LcfJSDAcIRzmq9FiClLkKb1FKZ6V0Z6bMD1LYtcQsmpxboVOchyQK9cISJIOgqaAZXokXBhKGhI2fLOGswFtil1jAfyTCzc7oVg6iDfcadnbxOKYn/9iCak6a6lGmrEqFVIbCxv/eBNrzptObUTZgnXMMlKgI9VlqkHfe2z17SnIzmF2Vz6IIlZiz5lVx0tRSynIzBk2+0ZcZOu5TKZhUkkOraaF3JxTZGMSK5m2t9Lm2CifgnHLqwL7ja4ooz9PuzjErtVQybWDMfL7nYPeiT+yjW/sN434snwPZxUO3SzCioAmDs+GP8NKPYOFl8OEfsqWunW8/sZkTpxTzzbNnJVs6YbhkFTHxijvZfMGLPG18iIx378O4YyE8di0c2ZRs6QQhJUkvKCdt7vm6TlgQJo8fx1S3a4571dbfWmK4AjLWBctMlp5m4bxF44bMghYUd9puZdGuXF7Fdskq8nEPAnRh6qHwWpFWhpMZbqUnq0ivYM+/KHgGybwKvW/yisB9Ic4fCZ1VOlvbwBzOPVkbJPlBREw7PTzFI0r5g5HjFZ923qJxnDQtvPIDkegrKogyF5BMJVwGkljET0GzWJSPkqQUgdk5Y0BHwQyOlS0NiCdTQZS5AUG8CMeCBtolMloXTYtFMb5o8IQ6x9cEj7syv3VPDLp53QYrnl1kKluLJ3rOVZijx8Hdz8r8TCYUZ3P8xEKmlOYOEqsXJu5xtmUzoTiL7Iy0oTNxehc5NyKIUayYA1NPHbpdgkluDkkhtdn+FDx9E0z/MJz7a1q67Vz/p40U56Rz52XHkzbUzSKMGBYvXEh6yUOce//TXGY8zSd3PI11899hyio46Uv6xyvJRRsFIaVIC1whPnlaKRk2q06uUH2xnvS4V3otVq249JgZHF2ugMl8TUk2Jbnpw4up8Sa/Go68DxjQ1wkuM+7EfS/7W3sGKfQ8gF8cTDClclhE+TvjzKmgvmIlZJvHm26UKrsEmt2njvDc3lpLqIm5m8oFcDS2i1oh453CJBIDmo+CFu3H2rJ8J8kJQKEi/14jJCPNOqDIqHAsMoQew1hLGkoRnFSSQ3l+BpaWaug4ErC/rWgeKAu5GWl09jl8ilB39zt8kteU52VQ395LWV4GLvNCcZfeSDeTGbndLTPSrMwfHwNXwvFLdSHp9BzK8zIpLx83tCbu/fs12EKJsnjalqZu9nGZYQvB2f86/OMzUH08XPwAfYaFzz+ykcaOPu66YrGPD7gwOpg/voDffP5cfp/xWVb2/4b9i74GDdvh4QvgrhWw6e/gtCdbTEFIWUpyMzyZ76y2QDcc75o8hotg07WcjLQYZsR1u/sZYO8O3O6f1SwcBS0tSCrwGKHTa0fXd6XMdOtZppUprwKmnYZRNClqefIzvKdIQ8jlTtcfA2WhKDudqWWRZYv0xi2Cf8r4YLiLKbu8NLSoe+BOPhPOdRQjlCX+MXfBsjIGNvJ1kUsPUeQ41rW1QvV94YRCqgqydNKRGWcG7G/LrgGlmLrkDAxlpT3fo6jsb+rmmc1H6He4aO7qZ3OQOmvu36jinHRWTC/zWNJjRX6VtsgXjIPxJ0DZ7KGPcV93tixfN+vcct9yGjPP9vxf4EnSlGqIgiYEUr8V/vJJXQz18kdxpWXztUc38ebeZn520YLogz6FlGdqWS7/+PxycgvLOG398Ty47EmMc38Dzn54/Fq4YxGs+y3Yw3CFEgTBl3SvOLL+Tuhrj+/nBUlc4vO/vzLhn90xGKblMC8jbSCbY1RMWOqJSwMWji9kdlV+1ApOZ6+2DvZ4FyvOKvKxQkV65hkLl3tcxIaUK3Y1JVfOKGPeuOitEO7kCgvCsGS4s4V6Sx+1Rcqt5PV1RHd8FCgY2vUtStzxVCFHw3uBw89iE0phqQhS3Hk4DGlltdp8XKkz/JIb2YomUFd9Ji6vWm+7GzqwO1109jl4dXfjwHaFGogt81b+i3PS41tmqWjikLG6gOf7GLfEd3Fs0grfgvS2rLCKgicbUdAEX1oOwJ8u0BOJKx6H7GJ+tmYn/36/jq+dOZPzjwsS/C2MKqoKsnjshpNYPbOc7z/9Ad/cu4i+61+HT/4NiibBmm/D75fDBy8kW1RBGNnE3dLgSaIeEu/YC79aXSGZcRYzKvK0QhUthTW6hpw5cbJZLaa7VnQTPXdh2fF+dbbUMJJIqPLZnmODFF/2we0+GsMkIdGilGLF9LKAsQiGe4IfEwuaO9FCAtzhqwq0q63Nahkym2G0zB2nr+/QeUG8dvi5wIY6Jh56zElTSzllRtmAZ1MoJXDJxGLmT62hP93Xcm4Jofy8f6jV5316moUlE4tZNrkkNUNcCsZp61hehe/2YF9G1QLtlpzCtdFScISFpNF1TLuzOXrgisegcAJ/Wrefu17ew+XLarhh1dRkSygkiNyMNO65cjFfWD2Nv204xKV/WM/B0pVw9dNw5RN6tfDhC+HRq/R1IwhC6pGWoYvcjl/qF2Tk9ej3zl4Wziq1eV6lYhT7k+/nYjRMBSfYBDgmGeUGKw0A2vqYXw0Tlg3/sxLIgAofixi0kmlQMQ/K4p9A7PiaQlbPKifTZo250rN8Sgmzq/KHjq/0Lgbvlxgn5KJAHBS0srwMCrPT6TFLckwZLOPr9DNoLPetQxhq+aa9NzCkISvdGliYPpVID7Pumi1Llz9J4dh6UdAETV8HPHIhtB3WlpKKOTy28TDf//dWTptVzv+eOzfugbhCamGxKG4+cya/vex4Pqjv5CO/fpV/bDyMMWU1fP4NWP0dnUjmdyfCrjXJFlcQRh7xzhymFExdHbiiPOzzxrDgq8XiKXKdkR+ydMFQGINYCZdOLuaUGWXDS7oxlPKqlC7AnYLpugdDBTGyRv2sVwrKZyWkIHCa1TKgQA07zb4f5fmZPi6KAeUK8syaZFabTqI278KAc4S61GItqzfuU2fHOM5NSA6ioAk6nuivl+m06hc/CBOX8/e3D3HzKRszPQAAIABJREFUP95n+dQSfnPZcalpzhYSwjkLqnj2KyuYW53PzY++zw2PvENTL3DK1+C6l/SE6s+fgGe/IUlEBGEoJn7I8/9QmQFjic/EcJiTxHAtbZFSNCnqc1cWZGK1KEpyAhNY2ayWmBVJHm24U+qv3dVgJmkZeWSHk8RjGLR09/tucGdFbDsMmcHjJkOm2Y+1cF64XRtt1sg+xQijYF6odP1C/JBZ91jH6YDHPgv7XoHzfwczz+KRtw7w9cc2sWJ6Gfd9+gSfdKvC2GR8UTZ/vvZEvnX2LF7YXs/q/1vLH1/fh6NsrlbSTrwB3roLHjoPOhuSLa4gpC6ZXokbrAnMhlu5MLbny/Wyyg3XEhhtRWUvyvMyOWd+FQXZCVR6RwHeeoRPgpURhFKKM+ZUcObcysR+sC10ra90c1HAP9lLPD2R5lbnc+bcyoBEIIDOZDgE08tDZ2KUzN2JRxS0sYxhwFNfgR1PwVk/wVhwCfe8sodbntjCabPKuefKxbGrxyOMeKwWxfWnTOXZL69k0YRC/vfJbXz0N6/xxoEOOOvHcMG9UPsO3LMKajcmW1xBSE3Ssz2Ws0Ra0EqnhY63mLLK17IXDjUn6nir+RcN363PnT1ykAlvOIgbfuSMlhHLTk9L/HxlkHgni0VxyoyygHIJGSHS78cCpVToMZi8Ut+rg5CTEXr8wio1IMQUUdDGKoahXdLe/ROs/Bq9i6/jq4++z23P7OCc+VX8/gpRzoTgTCvP5aHPLOWuKxbT0evgsj+8xeX3vsnGgtPhs2t0fMr9Z8P7f022qIKQmkxYpjMmJlqhyC4Nvj2nVNcdigSrDQpjlKq6eIpOhZ2KNYnKZkH1ccmWIm4Mtxj2mGawYshBOHNuZczroMWDeGXFFCIj9a8UIfYYBjz7dVh/D5x4I0eP/yrX372O9w+3cdMZM/jC6mnyoy0MilKKs+ZVsmpmGQ+/eYDfr93Dhb9/g1Uzy/jimY9z/Pr/QT1xvS7bcMrXUzpTkiAknLxK/RI0FkvsE5nEisp5yZYgrhRJbF702MLMGGgyUha923skljwVEAVtrOFywbNfg7fvheVf4MWaL/L1O1+np9/BPVcu5sOJ9uEWRjSZNivXrJjCZctqeGjdAe5+eQ8X7mxkUfVN/HpCETVrb4PWg/CxXyXWnUsQhEAcUmBe8CWuBYZHKzUnwsE3R6zyvmxyCZ19jpD7LUr51MWbWRk6Nk2IH6KgjSXsvfDPz8HWJ+hb9kW+03YRjz64kZkVefzm2mU+aWUFIRKy09P43ClT+fTySTzxbi33v76Plbsv4ZbsDK5972H6Ww6R/smHdcYrQRCShDkZTxOrieBhbnUBW+vaki3GyKFg/JDxXN4smlA4dKMEEqqOmcOllTJv5ez4miImFA9d8FyIPaKgjRV6WuCvl8OB19m14Bt8+t2l1HfUcuPqqXzptOnBs/4IQoRkpVu5bFkNl54wgVd2N3Lfa2Xs2lvEbfvvo/aXqzh6zkMcP19q6glCUqhZBs17ITO1JoxCcinLkwx98WRiSWSukMmitqUnYFsMEqwKUSIK2ligfhv8/UqMlgP8rvgb/Hz9QqaX27jryiUsTLGVHWF0YLEoVs0sZ9XMcnbXz+Evz8/hgg++hfWxj3Ldf77HsuWruPD48RTlyEq+ICSMzIJRnfBCiA5vL8fFE6Xe1VjF4XIlWwTBC1HQRjub/o7r31+iiyyu6f0mO1sXcOvHpnP5iROxSfFpIQFMr8hj+hVX03t4MfkPX8yve77N55/9Ij/7z/GcPb+Sy5bWsHRysVjVBEEQkoB3UWWxpo09ZlXmc7S9l9LcdDp6OwFd3H1cYRbjioZX+kKIHpmhj1Z622j/67Xw+LVs6J/IWT0/Yv5JH+Hlm1dz1Ycmi3ImJJzM8QvIvuElsiqm8ceMX/B/U97hxR0NXHLPm5zxy1e477V9tHb3J1tMYQShlMpQSv1GKdWklOpSSv1bKTVornal1K1KKcPvdTRRMgtCquGtoNksMjfwZ9nkEvIzbSwYPzo9jmZW5nHKjDKfQtUOl8HCCYWSRCaJiAVtlOFyGWx+/UnGr/0qhY5G7jI+zrElN/HYKTNCBoYKQsLIr4arn0X94zOcu/tnnL3sC/yz5BoeebuOHzy1jZ/+ZwdnzKngwuPHsXJ6GWmykCAMzq+A84BPAseA24GnlFKLDcNwDnLcTmCV1/vB2grCqCbN6pmEiyNDIJUFmWNi/uSti4lelnxEQRslNHT08t83N1L+1o85zfEqB6hizYJ7ufjMj1GSKy4LQgqRkQeX/gX+8w1sb93JxZM3c/FV97OtLZ2/bzjEv96r5elNRyjNzeC8RdVcePx45lRL9kfBF6VUAfBZ4GrDMJ43t10JHABOB9YMcrjDMAyxmgkCA7k99f+ioY1ZvC2p3tY0ITmIgjaCaeu289y2o6x5dw8LDjzItdansCjYMePzTD7/21yWLZNaIUWxpsE5v9AJC566Ce5eyZxPPMSt5y7h2x+ZzUs7G3j8ncM8tG4/9722j9lV+Vxw3DjOmlcpKX8FN4sBG/Cce4NhGIeUUtuBkxhcQZuilKoF+oG3gG8bhrE3nsIKQqpiEaVMQCf3cjOjIjeJkgggCtqIwu50sbm2jVd3NfHyrgZ2HjrKpZYX+XH6M5SlNdMx7VzyPvojZhXWJFtUQQiP466Ainnw9yvh/rPgzNtIP+EazpxbyZlzK2nu6uepTXU8tvEwP3pmOz96ZjtzqvL1/nkVzKzIkxXfsUsl2jWxyW97vbkvFG8BVwE7gHLgO8AbSqm5hmEc82+slLoOuA6gpkZ+W4XRh/yECm5WzSjHwJDnagqgjAiKHCxZssTYsGFDHMUR3BiGweGWHrYdaef9Q61sPNDC+4db6bW7qFTNfLnoDc7rf4ZsRyvGpJNRq78DE5cnW2xBiI7uZnj8OvjgeZi0As79NRRP8Wmyv6mL57Yd5bmt9Ww82IJhwMSSbE6eVsqyKSWcOLmY8vzRHyeQDJRSGw3DWJKgz/ohcMsQzVYD1cBDgM3wepAppV4CdhqG8bkwPy8X2Av8xDCM2wdrK89AYbTyr/dqAThv0bgkSyIIqUcin4FuxIKWAtidLnbXd7LtSDvb6trZdqSNbXXttPc6AEizKOZV5XLLrHpO73qKyiMvorpdMP3DsOKrqJplSe6BIAyT7GK4/FF450FY8x343Umw8qtw4g2Qrot8TirN4bqVU7lu5VQdc7m9gRe21fOv9+p45K2DAEwozmJ2ZT6zq/KZXZVHTXEO4wqzyM9KkxXBkcOvgIeHaHMQOBGwAqVAo9e+cuCVcD/MMIxOpdRWYHqEcgqCIAhCXBAFLcH09DvZfrSdrbVtbK1rZ0tdG7uOdtLv1AUCM20WZlfl87GF1cypymNxRi1TG9Zg2/YE7D4I2SVw0hdg8dVQPDnJvRGEGKIULL4Kpp0Bz34dXvwhrL8XVn0TFl0GaZ5kN+V5mXxyaQ2fXFqDw+li25F23trbzHuHWtl+tJ3nt9fj7RyQk26lPD+TvMw0cjP0y2a1oJSOv7Ao3zgM96HeHgbpaRZyzGNzzFdhlo2qgkyqCrOoyMuQrJMxwDCMJgLdFgNQSm0E7MAZwJ/NbeOB2cAb4X6eUioTmAW8FI28giAIghBrREGLI209drbWaWvYFlMh29PYicuc8xVl25hbXcDVJ09iTlU+c6sLmFyag7VlL2x5HDb+Axp3gLLC1NVw2ndh9rlgEzcuYRRTMA4ufQQOrIMXvg9PfUUra4s/rRU4vxjLNKuFBeMLfWrU9PQ72d3QweGWHupae6hr7aWxs4+OXjudvQ4OdnXjcBm4DAPDAJdh4HQZPrEYysxtphQYBvQ7XHT1OejsdxDMM9xqUUwszmZ6RS4zK/KYXpHHjIo8ppTlSN3BOGAYRptS6j7g50qpBjxp9jcBL7jbKaV2AHcahnGn+f7/gCfRVrhy4LtADvBgYnsgCIIgCMERBS0GuFwGta06Xmz7kXZ2HOlg65E2DjX3DLSpzM9kbnU+Z8+vYl51PnPHFVBdkKndruy9cOB12Pg87H4Omvfog2pO0pnu5pwPOaVJ6p0gJImJy+Eza2DvWlj/B3j1dnj1F1C1CGZ/FCavgqoFPpY1N1np1gClLVYYhkGP3Ulnn4OWLjt1bT0cae2ltrWbPQ1d7Krv4Plt9QMLMelpFmZX5jF/fAHzxxUwb1wBMyryRGmLDf8DOIC/AVnAf4FP+dVAm4l2g3QzHvgLHtfIN4ETDcM4kBCJBUEQBGEIJElIBDicLupae9l/rIsDx7rYWd/BjiMd7DjaQWefjhdTCiaV5DC7Ko+51XoyNrc6n1LvWmSOPqh7Dw69Cftfh/2vgr0b0jJ1goTpH4ZZH4GC8UnqqSCkIC0HYOvjsONpOPy23mbN0Epa6QwomQoFNZBTAtmlelEjqzgpFudeu5O9jVpZ21rXxubaNrbWttNh/k64lbZ54wpYMD71lbZkBEinImP9GSiMXl7d3YhhwMoZZckWRRBSjmQ8A0VBM+m1O2ns6KOho4/Gjl4aOvpoaO+joaOX+vY+DjV3c6ilG7vTM155GWnMqspjlldSghkVeeRkmIZJRx901kPTLmjaDY07oWGbVs6cfbpN8VSYdppWyiadDLasJPReEEYYHfV6gePQen0/HfsAOkPUHbZmQGaB+cr3+t/vlT8OCidC0cSBxCSxxOUyONDczabDrWypDa20zarMp6Ykm5piz6sw25bUJCeioGlG8zNQEARBCI4oaBFiGAZ2p0F3v4OOXv3q7HPoOJM+B+29Djp7Pe/dbdzv3ds6ex0DSTq8sSgozc2gPD+DmuJsJpbkMKlE/51Ykk1l717U2h+D0wHOfnDZtVLWfQy6GqG3zfeEmYVQNgvGL4GaE2HCMsgtT9BoCcIop68D2uvM+69J/+1pht52fS8GfbXqe9ef7FKtqLkVtsKJUDRJ/18wAay2mIjsVto217Zppe1wG7vqOzjW5StTTrqVktwMinLSKc62UZyTQVG2jex0Kxk2KxlpFjLSLKSnWchI0++VUigFJ08r9SwaRYkoaJpUewYKgiAI8WfUp9l//J3DvH+oFadh4HTpyYnT0IH6+n9zm3u7y8DhMui1O+m1O+lxv/pdA++drqEVTKtFDWRvy8u0kZeRRmV+JrmZaeZ2G3mZaZTlZlCWp1/l+RmU5GRgtQyyat3ZC00fgDUNLDawput4mMr5kFMGOeVaASuZpl2wckqlIqQgxIuMPCibGflx9l7oaYH2WmjZD60HtDtl6wGoexe2/xtcDk97ZdHWttwKfU9nl+hXRp62gNuywJatXZbTMsCSBlNWQ1p6wEdbLIrJpTlMLs3h3IXVA9u7+hwcaunm4LFuDjZ3U9vaQ0tXP83ddpo6+9lV30lLdz89dmfQhCXevHTzKiYPU0ETBEEQBCFxJPSp/fb+Fp7ZfASrRWFRCqsFrEphGXiv011bvd5bLYosm5XC7HSqbFay0q1k2qxk2axkpVvMv1rRyjMVMLfi5X6fabPExz1o3GK48c3Yn1cQhMRhywRbFeRXaeu2Py6ntsz5K2+dDVqpO7IJupuCW+LcfH0fpBWHLVJORhqzKvOZVZk/aDvD0ItYfQ4XfXan/utw0edw4nLp7JTVhZL1VRAEQRBGEhG5OCqlGoFoMl2VEkZdmxHOaO+j9G/kM9r7ONr7B8nr40TDMMZ89gClVAewM9lyjDDGwn0ZS2S8IkfGLHJkzCJjpmEYeYn8wIgsaNE+oJVSG0Z7/MJo76P0b+Qz2vs42vsHY6OPKc5OGf/IkGs2MmS8IkfGLHJkzCJDKZXw4OPUzOksCIIgCIIgCIIwBhEFTRAEQRAEQRAEIUVIlIJ2T4I+J5mM9j5K/0Y+o72Po71/MDb6mMrI+EeOjFlkyHhFjoxZ5MiYRUbCxyuiJCGCIAiCIAiCIAhC/BAXR0EQBEEQBEEQhBRBFDRBEARBEARBEIQUIS4KmlIqQyn1G6VUk1KqSyn1b6XU+DCOq1JKPaiUalRK9SqltimlTomHjMMh2v55Hf9tpZShlLoznnIOh2j6qJT6llLqbaVUu/kdPqmUmpcomQdDKXWDUmqfeV1tVEqtGKL9KWa7XqXUXqXU5xIla7RE0kel1AVKqefM76lDKfWWUurcRMobKZF+h17HnayUciiltsRbxuESxXWarpT6f+YxfUqpg0qpLyVK3rFEtNffSCac33SluVUpVaeU6lFKrVVKzfVrU6SU+pNSqs18/UkpVejXZr5S6mXzHLVKqe8ppVQi+hkvgj3rZbwCGWruJ2Pmi1LKqpT6gdfv0T6l1A+VUmlebcb0mCmlVio9b60178Gr/PYnbHyUUhea13Sf+ffjYXXCMIyYv4DfA3XAGcDxwFrgPcA6yDGFwF7gIWApMBk4DZgdDxkT3T+vY08E9gHvA3cmuy8x/g7XAFcD84D5wBPAUaA4yX25BLAD1wKzgd8AnUBNiPaTgS6z3WzzODtwYbK/lxj28Q7gm+a9Ng34PuAEViS7L7Hon9dxRebvyhpgS7L7Ees+Ao8B6837dBKwDFiV7L6Mtle0199If4Xzmw58A+gALjTb/d18duR5tXkW2AqcBCw3/3/Sa3++ed6/m+e40DznV5M9BsMYu6DPehmvgHEacu4nYxYwZt8GmoGPmb/75wItwHdlzAZk/whwG3AR0A1c5bc/IeNjHucAbkE/O24x3y8bsg9xGJQCoB+43GvbBMAFnDnIcbcBryf7S41X/7yO3QOcilZ4UlJBG04f/c6Ti570fyzJ/XkL+IPftt3Aj0O0/ymw22/bvcC6ZH83sepjiHOsB36R7L7Esn/A42jl81ZSX0GL9Dr9MNAGlCZb9tH+isX9NRpe/r/pgAKOALd4tckyJynXm+9nAwbwIa82J5vbZprvPw+0A1lebb4D1GImMxtJr1DPehmvoGM16NxPxizomDwFPOi37UHgKRmzoOPViZeClsjxAf4GPO8nzwvAX4aSOx4ujosBG/Cce4NhGIeA7WgtNBTnA28ppf6mlGpQSr2nlPpCCppSo+0f6DSd/zAM48X4iRcThtNHb/LQbrQtMZUuApRS6ej+POe36zlC92V5kPZrgCVKKVtsJRw+UfYxGHkk8bsKRbT9U0rdAFQCP4yfdLEhyj6eD7wN3KSUOqyU2q2U+rVSKjeOoo45Ynh/jQb8f9Mno+8x72dFD/AKnrFZjp4gveF1ntfRXgrebV41j3WzBqhGWwhGGqGe9TJegQw195MxC+Q1YLVSahaAUmoOejHgGXO/jNngJHJ8Qs0nh3x2xENBq0SvsDX5ba8394ViCnAD2tR9JtoF6yfAjXGQcThE1T+l1LVoV7Lvxk+0mBHtd+jPHWi3yHUxkisaSgErWnZvButLZYj2aeb5Uo1o+uiDUupGYDzwp9iKFhMi7p9Saj7acna5YRjO+IoXE6L5DqegV/QWol0rvgCcBTwQHxHHLMO+v0YR/r/p7v4PNjaVQKNhLh0DmP83+LUJdg7vzxgRDPGsl/EKZKi5n4xZID9FP6u3KaXsaNe7Bw3D+J25X8ZscBI5PqHaDDl+aUM1cKOU+iHad3IwVg92CrRpMBQWYINhGN8y37+rlJqOvknjnkwjnv1TSs1Em/FXGIbRH52EwycB36H3Z92OnjyenCITZH+5h+pLsPbBtqcSkfZRN1LqQuDnwKWGYRyIh2AxIqz+KaUygL8CNxuGsS8RgsWQSL5Di7nvMsMw2gCUUl8A1iilKgzD8H8oCMMjqvtrtDDEb/pQYxNsnIZqMxJ+c32I4Fkv4+Uh3LmfjJmHS4BPAZehlbNFwB1KqX2GYdzn1U7GbHASNT5RPTvCVtCAXwEPD9HmIDow1opedWz02leONh+G4giwzW/bduDLEcg4HOLZv+Vm+y1eHptWYKXS2QFzDMPoi1LuSIj3dwiAUuqXwKXAasMw9kYnasxoQlsD/Vcryglc1XBzNER7B3AsptLFhmj6CAwoZ38CPmUYxr/jI96wibR/VcAc4I9KqT+a2yzoxE0O4COGYfi7HCSbaL7DI0CtWzkz2W7+rRnkOCEyor6/RguD/KYfNf9WAoe8tnuPzVGgXCml3KvRpvtamV+bYOMLI2uMh3rWu7PEyXh5GGruJ9dYID8H/s8wjL+a7zcrpSYC3wLuQ8ZsKBI5PqHaDDl+Ybs4GobRZBjGjiFe3cBGdLarM9zHKp2efTa+vpz+vA7M9Ns2A0jIin6c+/dPdAasRV6vDehV/kXohBxxJwHfIUqpO9CrOqcahrEjjt0JC3MVcyNefTE5g9B9WQecHqT9BsMw7LGVcPhE2UeUUp9AK+xXGYbxj/hJODyi6F8tgffbXcAH5v+DXsPJIMrv8HWg2i/mbIb5N5UtoSOKaO+v0cIQv+n70BMQ72dFJrACz9isQycXWe513HIgx6/NCvNYN2egs6rtj0lHEsNQz/pdyHj5M9TcT66xQLLRi0beOPHM6WXMBieR47OOaJ8dQ2URieaFTtFei57kHge8hF+KdmAH8AWv9yeglYJb0P7bF6MzlN0YDxkT3b8g51hLimZxHMZ3+Ft0RptT0SsG7ldukvtyCVoJvgatZN6BDv6caO5/CHjIq707zf6vzPbXmMenepr9SPp4qXm/fdnvu0pqSYRY9S/I8beS+lkcI/0Oc9Grf4+iV+Y/BGwBHk12X0bba6jvZrS+wvlNR6erbgcuQKea/ivB01VvRntnLDf/905XXYCeMP3VPMcF5jlTPp13GGO4lsA0+zJenr4MOfeTMQsYsweAw8A56GQUH0d7O/3Cq82YHjP089G9SNINfM/8vyaR44NOBuJAWzdnmX/tJCPNvilQJrpOzDFzYJ4EJvi1MYBb/badg64Z0oteafoSKZjKM9r++e1fS2oraBH30Xwf7BVyHBLYnxvQKxp96NXwlX7fxVq/9qcA75jt9wGfS3YfYtlH832w72ptouWO13fod+ytpLiCFk0f0SvPz5n3aC16Qp2XSJnHymuw72a0vsL5TUfHU9yKdlXrBV4G5vmdpxhtrW83Xw8DhX5t5qNd6HvNc32fFHz+RzGGa/FV0GS8Asdo0LmfjFnAeOWhF5APAD3oBCu3AZkyZgNyrwrx2/VAoscHXYttB3qRbztwQTh9cOfpFwRBEARBEARBEJJMPNLsC4IgCIIgCIIgCFEgCpogCIIgCIIgCEKKIAqaIAiCIAiCIAhCiiAKmiAIgiAIgiAIQoogCpogCIIgCIIgCEKKIAqaIAiCIAiCIAhCiiAKmiAIgiAIgiAIQoogCpogCIIgCIIgCEKKIAqaIAiCIAiCIAhCiiAKmiAIgiAIgiAIQoogCpogCIIgCIIgCEKKIAqaIESIUipfKfU9pdQbSqljSqlW8//zky2bIAiCIMQTeQYKQvwRBU0QIqcGuAF4GbgCuATYBTyhlLoxmYIJgiAIQpyRZ6AgxBllGEayZRCEEYVSKgcwDMPo9tv+X2C6YRg1yZFMEARBEOKLPAMFIf6IBU0YsyilblVKGUqpWUqpNUqpLqXUQaXU1eb+K5VSO5RSnUqpl5RSUwEMw+jyfzCZbACqE9kHQRAEQYgGeQYKQuoiCpogwKPA08D5wEbgfqXUbcDngW8CVwMzgT8PcZ6VwI44yikIgiAIsUaegYKQYqQlWwBBSAF+bhjGQwBKqQ3Ax4DrgcmGYbSb26uAO5RSEw3DOOB/AqXUdcCJaH98QRAEQRgpyDNQEFIMsaAJAjzr/scwjBagAXjT/WAyca8KTvA/WCm1Cvg18CfDMB6Jo5yCIAiCEGvkGSgIKYYoaIIALX7v+0NsA8j03qiUOgH4N/Ai8Nm4SCcIgiAI8UOegYKQYoiCJghRopSaD6wB3gMuNAzDnmSRBEEQBCEhyDNQEOKHKGiCEAVKqenA88Be4KOGYfQkWSRBEARBSAjyDBSE+CJJQgQhQpRS5egHUzrwfWCOUsq7ybuGYfQlQzZBEARBiCfyDBSE+CMKmiBEzhxgovn/U0H2Twb2J0waQRAEQUgc8gwUhDijDMNItgyCIAiCIAiCIAgCEoMmCIIgCIIgCIKQMoiCJgiCIAiCIAiCkCKIgiYIgiAIgiAIgpAiiIImCIIgCIIgCIKQIoiCJgiCIAiCIAiCkCJElGa/tLTUmDRpUpxEEQRBEFKRjRs3NhmGUZZsOZKNPAMFQRDGHsl4BkakoE2aNIkNGzbESxZBEAQhBVFKHUi2DKmAPAMFQRDGHsl4BoqLoyAIgiAIgiAIQooQkQVNEIQI6G2HQ+vh2G44tgccvZBVCGWzYNIKKJqYbAkFQRAEgfcPtZKVbmVGRV6yRREEAVHQBCG2OO2waw289wjsfh5cdr09owDSs6G7GZx9etu4JbDyZphxFiiVPJkFYQSjlFoJ3AwsBqqBqw3DeGCIY+YDdwJLgWbgbuAHhmEY8ZVWEFKT/ce6AERBE4QUQRQ0QYgFjj545yF49XboqIPcClh2PUz/MFTMhewSrYS5XNC0C3b9B955EP5yKdQsh7N+DNXHJbsXgjASyQW2AA+Zr0FRSuUDzwOvACcAM4EHgC7gF3GTUhAEQRDCRBQ0QRguO/8Dz9wMbYdgwonw0V/CtNPBGuT2sligfJZ+Lb8R3v0TrP0J3Hs6rPomnHwTWKyJ74MgjFAMw3gGeAZAKfVAGIdcDmQDnzYMowfYopSaDdyklLpdrGjCWKahvZfy/MxkiyEIYx5JEiII0eJywn++DX+5BDLy4Mon4DP/gZlnBVfO/LHaYMln4Ma3YPa58OIP4YFzoEUS5glCHFkOvGoqZ27WoN0jJyVFIkFIEfqdrmSLICSZY519OF2yTpVsREEThGjo64C/XgZv/haWXg/XvQxTT40uliyrCC66Hz5+NxzdAnedDFsei73MgiAAVAL1ftvqvfb5oJS6Tim1QSm1obGxMe5ZS+P8AAAgAElEQVTCCUKi8TYai/14bNPV5+C1D5p492BLskUZ84iLoyBESG9XG/33n0tu82bWTPwabzk+TtYLe5lQlM38cQXMrc7HYolQUVMKFl4KNSfCY9fCPz4De9fCWT/VyUUEQYgl/tNQFWI7hmHcA9wDsGTJEpm+CqMOUcoEN3bTgtrc1Z9kSQRR0AQhDFwug3V7j/G3N/fwid03s5zNfM7+FV7Zu5j0A4fpsTuxO/VTrjgnnfMXjeNTyycyqTQnsg8qmgRXPwMv3Qav/RIOvqWta5XzYt8pQRibHCXQUlZu/vW3rAnCqMfbrVGUtbGLy2Xw8i7tJZCeJg52yUYUNEEYBMMwWLuzkZ+v2cm2I238NvMuTlab2HHCbfxo5TWU5qajlMLpMqhr7WHDgWZe2NbAQ+v288Ab+7h82URuOmMGRTnp4X+o1Qanfx8mr4THr4N7VsHJ/wMrvgo2Cd4WhGGyDvipUirTMIxec9sZQB2wP2lSCUKSEKVMALC7PIp6UXYEcxYhLoiKLAghONLWwzUPbuDqB96ms8/B40u2cQ6vwqnfYdY5N1KWl4EyY86sFsWE4mw+ftx4fnv58bzxzVP51PJJ/Hn9QU6//WVe2RVF7MrU1XDDmzDvQnjlZzo27cAbMe6lIIxslFK5SqlFSqlF6Gdajfm+xtz/Y6XUf70O+TPQDTyglJqnlLoA+CYgGRyFMYnTOwYt0MtXGCN4//q5w+nfO9TKltq25Ag0xhEFTRCC8MzmI3z49ld4fU8Tt3xkNi9cWcHxO36h65qtuHnI48vzM7n13Lk89cWTKc3N4FP3r+f253fhijQzUk4JXHA3XPGYrrX2x7Ph6a/qJCWCIAAsAd41X1nA/5r//z9zfxUw1d3YMIw2tMWsGtgA/BZd/+z2xIksCKmDQzI3CvgqaO7/DxzrYk9jZ3IEGuOIi6MgeOFwurjtmR3c//o+Fk0o5I5LFzGxIA3+cBqk58J5v40oU+Psqnz+eeOH+O6/tvDr/+5mT2Mnv7h4IZm2CGudTTsdblinU/G/dRfsWgPn/067QQrCGMYwjLV4knwE239VkG2bAbl5BAHo7ncO/L+trp2JJRHGTgujAm/rqUucCZKOWNAEwaSzz8E1D23g/tf3cdVJk/j79cv1g+rln0H9Zq2c5ZYPfSI/stKt/PyiBXz7I7N4ZvMRPn3/ejr7HJELmJELZ/8EPvscpGXCQ+fDut9JAIEgCIIQE6QO2tjF28FHZhXJRxQ0QQBauvr55D1v8uruJm77+HxuPXeuzmLUuAtevwMWXKoLUEeJUorrVk7lV5csYsOBFi6/9y3aeuzRnWzCUrjuJZh5Nqz5FvzzBnBGeS5BEARhTCPWksExDCPy8IQRiHcIrtNl0BXNQrIQM0RBE8Y8DR29XHrPm+ys7+APn1rMZctq9A7DgKdv0nXIPvzDmHzWeYvGcdcVi9lW18ZnH3ibHi/XkojIyINP/AlWfQve/zM8ehU4pG6JIAiJYefRjtjEptRuhP2vDf88QtSIfjY46/Yc48lNdThHuZLmlcSRutYeXtguVUeSiShowpimrrWHS+5+k0Mt3Txw1QmcOqvCs3Pzo7D/VTjt+5BbFrPPPGNOBb+65DjeOdjC9Q9vpM8RpZJmscCqb8LZP4MdT8G/v+D7CysIQmri6IOupmRLMSx2HG2PTXa35n3QcXT45xGixjHKFY/h0tjZB8DrH6T+PTscJbK9VzxxUglR0IQxS21rDxfftY6mjj7+9NmlnDSt1LOzpxXWfBvGLYbFV8f8s89ZUMVPLljAK7sa+cpf3xteFq1l18Op34FNf4PXfhE7IQVBiA+HN8DetWDvSbYko4bW7n7eOdgy6q0c8WDT4dZkizAiaOk2vVSa9+n7tzP88jkdvXbauuOrAB1q7uapTXVRe+a4LalZQZKYxVt2IRBR0IQxSUNHL5f/4U3ae+38+doTWTyx2LfBiz+A7mNwzu3aUhUHPnHCBL770Tk8u+UotzyxhWGVYFpxM8y7CF66Dfa/HjshBUGIPZ2m61CiY0ddLugdnTWNttW1c6i5mw6xAgjxpu2wtoC37AurucPp4sUdDazd1UB3f/ziug42dwPQFeFnOJwuDjV3023Xx9mses5j8cpYvXZXQ4ykFMJFFDRhzNHa3c+V966noaOPB65eyvzxBb4NajfC2/fBCddC9aK4yvLZkyfzpVOn8bcNh/jFc7uiP5FS8LFfQdEkeOyzI959ShBGN4bf3wRRvwV2Pw8doy+2xG5azsSAFjklORlkpMl0cCgy0kzLksWsUDXIoqrd6RpYLPAuBN7viF8YgvtjgtYc6aiHfa8EDYPYVNvGOwdbaOzQrpzpaYEKmpB45I4UxhQdvXY+ff969h3r4t5PLWHxxCLfBi4nPHWTTqd/6i0Jkel/zpjBJ5dO4M6XPuDBN/ZHf6KMPLj4AW35e/LLsRJPEIRY455JGQmOGW2v03+doy+hkHsqOSxPhDGIy2VwrKuPrHQpixuKqoIsAGxWf4Ul9LW2YX8LL+7QVifvSzKeCwjGYAs+tRuhsyHovd9r1y6RDqeB1aJIs+h+WkQ/SyqioAljhp5+J599cANb69r53WXH+8acuVl/Dxx5D868DTILAvfHAaUUPzhvHqfPruDWJ7fyzOYj0Z+saiGsvkUnDdn5bOyEFAQh9iRameiPQdZFgM4GlCu1lDz3Yr9Y0CLjSHsvAHmZoqCFwq30D9yuzj58NwTS0NE7cKx3s+au+N83Kpjlyy3zILgMA6tSjCvKoiw3g0mlUrA8mYiCJowJ+h0uPv/IRt7e38ztlyzi9DkVgY1aD8J/fwDTzoB5FyZUvjSrhTsvO47FNUV85a/vsW7PsehPtvxGKJsNz3wd+rtiJ6QgCLEladaeYXxubxvse4Wili1ADDPbOfqhea/2YogCZdrQBrUiCAE4nXq8ZlXmMaU0dyD+SPDgdlEcuLIiCCFwGb515uKpoLkGc3EcuK8M9jR2+mRgzWrbS3rfMZwuA6UU44uyOWlaKbOr8gfaZAZJHCLEF7kThVGPw+niy399l7U7G/nJBfM5d2F1YCPDgKe/Chhwzi88y7EJJNNm5d5PL2FiSTbXPbSBbXXt0Z3IaoOP3g5tB+Hln8VWSEEQoqetFmrf8bxPpIujtzI4HMXQqRMJZPUcobz+FTqaDuukCcNl+7/12LTXRnX4gAVNKo1EzUgKObI7XdHXER2Crj6HT0xWV5/+nED32aHvI5fhu2SQiDEe6jO21Lb51DDMad5KSdMGeuzOkC7C4jqceERBE0Y1LpfB1x/bxLNbjvLdj87hkhNqgjfc/Cjsfk6nqy+amFghvSjMTufBzywlNzONT/9xPYfMrEwRM/EkWHQFrLsTju2JrZCCIETHwXXaSjRAAic9oSxTvW36N6J5X5jajUdmm72D0qb1cPDN2CUminIi6E5oMJAKXQgLt/rgtkDana4RMRl/bXcTz23T9fN67U6e3nSEHUejXNT0o769l0PN3ext7IQdT1PYpbM1BoxKGOPUa3dyuMXzHI/H0P53ez1v7Gka+N5UcBuaZt+rvu8d/WTaLFgMvfDS71fy58y5lVTmZ9LncNHWM4oypBqGjstL4RqMoqAJoxbDMLj1ya08/k4tN50xg8+ePDl4w8Zd8NT/wPilsOxziRUyCNWFWTz4maX02Z18+v71HOsc2nc8KKd9D6zp8OIPYyugIAixoXFHfM/fVuuZgPR617oyZ4mOfp3Vse5dM4lAGNkdQ1n9etugfhv0dQxL5GhNDLkZOobKGiKzwfYj7Rxpk7pz4dAXbabB/m7TTTX+Zkzvosq9dicOl4vd9bGJsey1m/IbBth7yGnZNvA5vsrr0NrW+4fa2HnUc0/EWvl1OF109jlo7OjDbrqr7jsWOrShq73Z9x62dw1YCIORabMOXA/7mxIcMtHXEVkpEsPQoSrhuEk3bNeLUvtfi16+OCMKmjBq+dmanTy07gDXr5zCF0+dFrxRfxf8/VOQlgEX/xEsqeFnPaMij/uvOoHa1h4+df96WqNZFc6r0PFoWx/XEzBBEFKLnjgXCD64zjMBadju2e6eJPa06L/uhEhGGBObIBNMu9OlFcGGbXrBK4kEiNfXAbUb2VN7lPX7miM/YcP2hHsh7GvqYmtdW8KLbruV3Kg5ukm7qXaFX8A5FjgHSiwMf7wMw2B3g1uhcmdb9ZzXx4pk79HFquveCyg6707UcayrD4tSfGR+FYXZ6TG3mXufz11j7UAIBa29x87O+g6Ul4K2ubaNrn4HapC5z5xqHYuWM9zrIxJ6WmDXGtj2r/CP6TgCh9bDsQ+Gbtt6IHrZEoQoaMKo5LcvfcDv1+7h8mU1fPPsWcGzGrlc8O8v6VXsC++FgvGJF3QQlkwq5u4rF7O7vpMr7nsrOiXtpC9BVjG8cGvM5RMEYQRhuHR8qn5j/jEVstLp5vswpo9BLGiGgefcrhAr3k47HHwLDr0dVOHZWtdGbWv3sH3AfCJ+Oo5qhaF5H9ndddGdsH5rwhe4Nh1u5YOGzuh+8yNkoHaW8riJRq3o2E1XPlf8ijH7s6W2zafO2HDxSYnv8ksO4k9vG+x7WSsEhzf47KrIyxj4XylP8edEeo+2HGug471/wQf/BWBXQwcuwyC3Y+/AvX/4mLY65mbaQp4n39yX0BjFaBavHDpzJo07fK24nY36d8ebKJMRJRJR0IRRx32v7ePna3by8ePG8YPz5gVXzgwDnv06bPmHjjubemriBQ2DVTPLuftTi9l1VCtpbd0R+oBn5sPKm2HvWtjzUlxkFAQhDLyVkvxqyB+H/9Sv3+EaSEwQU9qPmApahu/2gdm5uXoeTtKSIG2chsuzPdTEp+0wtB3SK9duhcdrttpjd3KkrXfozw9BWncjRc3v+06A978GXY302KNUGLwneUPNrNvrYPM/9KQ9RoRrQDva1qutmMNk+KUKzBMkMPnNnsZO3tl1IGaaj48Do1c/3K6zIT8mI3fg35aufhxeg+hWfC0qtllGu/sdvHcouCJjd7rY9s4r7K5tgJ4WH6U7v2M32d21prul7qPVElodcF8XhqHLFbnrpoFOqPLUpjq6+hwD7+ORvOVIW0/4MflOu2+yocNv698dM8ERLpdHmUthREETRhW/X7uHHzy1jbPnVfLzixZgCRaPYBjw/Pfg7T/ASV+EFV9NvKARsHpmOXdf6VHSWiJN03vCNZA/Hl66LYlpvQVhjOHo873fur1KZxRNAltmwP341r5jvLGniQ8ahhnHBb7nPvC67+f7F8p2uzeFZfnwnLc7q5rWwrn6NO5zhZycB/nt2fo44BtPFFXiFHsPOUfeILv7MNjNiZdX8P+BY90YKorpjrfl7IMXBm/bZk4Iu6NwowxBOPFKHb123tp3LOqsv8EyDA47TioBClq6aZHK7DlK6ZGXyek6QEba8EMUvPve1NmrszAaYFUqYD/g8byx6Zph/Q4Xr+xupMkrdtxnFhLDR3B9ex91rcHjKhs6+kjvbwtpDc3t3A+GMeDuOL4om1NmlPHhOZUBbb2LwL+8q5E1W48OWBfX72/G6TL4744G9jd18cL2ep7bdjQG5QT0+XvtTv71Xi3r9zXzzsEWakP01xTQozx6/5a5LbsDsbepr5yBKGjCKMEwDH75/C5++p8dnLuwmt988jjSgtVz6euEx6+DN34NJ1wLZ/xgROQWXj1LK2k76zu4+O51kQW7p2XAipvg8PoBVwdBEOJDr91J0553YfuTsOUx6DIVI+U1ecwqJli1IvfKc11rDCYQwSbJ7kLVbWZq/ENv6fcWM7ak7t2h4628zutMy8Zuy6PH7gxU+sKSUR/jMJMbZKRZo1tEatqNe/JlmBYB7+B/d4xSVUFWZOftavD8P5RlzP0c8YtFaurso88RaFFwugw+aOgYmOh6k9VdS0Hr1rAsWe6+xSJ7pdvSc6St18dKEjbuMRhuopgwyDPd7qxOfa/Y7J2EyA8TEYbfu55+JwaemDLD//p23zvmkU1Bknq5h0WhBs5vGAb17b30R5uQhcFdUTfsb0Z5xZT6t7XZOzB6Wilo07GpVquFwux0stIDldyBvsPAtdxgWvo7eh0D/fFOLvPq7sag13bYmPL2OZyk9beT0ds40K9QNHT2saWuTd8LwX6H3Nv6zMUMS5qX23fqIQqaMOIxDIOf/GcHd/x3NxcvHs8vL1kUXDmr3wr3nqZT6q++Bc7+2YhQztysnlXOQ59ZSn1bLxf9fp1OARwux10JBRNgrVjRBCFeNLT38sL7e9i//W3PhGjvS9B6SC+UuLFl6t8ew6VdAps+AMMgwywGO6xkB52NOu4qWAyHzVRQuhp1anw33sqjdzKRINS19tDZ516dNgClY4Dck5/upiHP4Y/bKmGN9ue4v8vzs+b0VSycLpdWIL0+ZwBHn160CxQI0C5ku/uK2GWMH3oi7X6WNGyDo5sBHcP01ra97HzXL1NcVxP79+5ia107m2oDFb/i5vfI7dxPV390rpk9/U72NXVF7GrmLka8/Ug7r+xqjEJ5cGsi8Z9a+nvkGUpFb5zqqA9wzS3Py0QZHoUtpPLn7qt5/R9tD7a4og/2nm40dvTx5t5jbA7y/QfQuFO7z/plNBzqZ8LAgkLR2NEbVHGsO3oEm10r00Z6XsjzuMXefsRjpR0o3u0lhL/7pn/K/ogw7yGAioZXdTmPIegwLfE9/c7gg+Pe5l68sWUnthZlhIiCJoxoXC6D/31yG3e/vJcrTqzhpxcuCEyz3NMCz3wd7lqha/Vc+QSc8vXAX/gRwIlTSvjLdSfSa3dy8V3r2BLOjztAWrqORavdqNNqC4IQc94/3EZeh65z5qNkHXorSPIMBRh6Qn/kPWg7NDDZCaagBbPCBGXfyzrV+V4z5jSn1LOvckHwY9LSPf87esHlpKGj16e2kpsDO9/1qzel9LzHPdFRlvCyHoaqm2aPovaj18zX3uurcLlX+pVhBFqkdj4Lu/6jFUq3onbwTW35BJq7+jjS3sfh1l69Kj9Y+vjsEs//vXp8XIZBWdN6+ut3+lrW9q6loFEnlXD4TWK9x7sljBIr7ppXbT32AavX7oYONh1uHagTNhgDtbMUFOekc+bcSkpyMuixO0NmAwyJ28oY6aTX6dCLGOFyZBNtTYF9i2pdo7cN9r8KW5+gtW7PQJyTnkYYuAz9soRycXS7B/frsbIFmVd4LGgeGd0xaodbuodWpJv3mQf5K3+Dd9hlTUcpONDczeEWz/V3rGQJALtqPdk2Ld3HQt6TwcP4DehpoSJNj1dhdvqg49/c1T+gQIWFUhzr7GN3Q5AFlK4mTwbaUDjNe8fuNWb+16Xh1Ip5X4cuOZJijLwZqiCYuFwGt/xzMw+8sZ9rTp7MD86b5xtz5nLC2/fCr4/X8WaLr4Ib18PU1UmTORbMG1fAo59bTqbNyqX3vMmbe48NfRDAosuhsEasaIIwXHpadVIIE8MweG13E939DtIceqIWoAy4V+gnLNV/1f9n77zD5KjOdP87VdVpOk2OyjmjRBLBAmPA4DWOOHAd1hF78b0bvHn3brY3Xe/a3mR77bVxWHudll0nMHixwWBAiCQBSiiOpJEmh56Ode4fp3J3z4yEpJGg3ueRpkN11anQ1d97vvd7P6G+hyd3qefDh5xwy5YNAYwXytz1ZC8/2nF8+gBncpiKl0RoBnSscZ/Xy2xohj8KM8tsOzDk661k7SiR0qjvubQCKcpWQJSZgxM4FnNKuZAfVUYlXrxwv7s5e3khTjn75ozDelg5ZMk2m1TfS1s+2ajnq4Nru07F69Q4ckT9nRhwlpd2hrEyVRDnOX5WICjHjqOZBWeMvqWF/68zBk/tTO9wziFwE4WyY8RQD89b/ba89vynah4Sj+hcvliRzXI9iVpxAspFDg/meGDPSZ6yjSp0i+ifKkHrfVxNYszEuS8/Cv27aTv5UI03T+N3zZOV2rv9PnYcViRF0wTR4ghI9f22eVfVNWRfG5bU0Tu5Mre5Qb1mH0ehbPdNU/qWOzBTIjzSq75T2GOZenFT1LbFNzV1niLFwARvrnYsUctoTUoo7foxxgE1EZRNRKoaWXvH98Cek/zk+RPMFMVioWY/N708qe4de++rOgCal8AOH1J/B1/wjsi/Mvt+uPtu2PWDc9K/71QQErQQFyTKFZOPfvMp/v3Rw9xxzRJ+/+aV/pvIgQfhM1fD938D2lfBB38Gr/kEJFvqr/QCwqK2FN/60OV0ZeO88wuPcs/O6WdK0SNw9W+pIGD3j87+IEOEeKniwANw8CHV/2jHdxgfGWBgooAwS8QKKsh5aLiRnDegtgla4zzrhUDQM3bcFz/YgeBxT73pdIX3pVKRJw4PK7t6gIZmPymbiqBJPxEzrMmusmkynCuy7cAg9+8KBFjWPTdXqrh1HUJz1zV80GoIu0/1KKqDcuVFThhJk6KRpmSkPL8DVg1LdgG6JoiPH/FIM2ugGJipl6ZDQKXQ1NomZ2gAMt4HpUlkv6cnnNdVzhqeHSCPTRY4uns75RN7kMee8S0kUdfCvc/1ce9zUzcStzNopv9UnjJ0TaBrorbUtlxQmce9P+bQYI7BiSIHg+56p0rQimMz/5w9ofFiMXZcGb8Eagabhp4GIDp5gpaBx+ifKJDTM24GLWikY19vA3vh5G7nmK3sytDUoIiQLfUzLJY3mi/5zsu0/e7sbfTtUETCMqTxfipTwyZfABOxdgZaNjPQssl5Xdqukt6+hwJPPV01tABJkxKfBNa0aupeNMwKDOxjb1/tOsZMNDAJ70F00HNt2LVl3muqMOZktwFId3nWVT6n7SFmgpCghbjgUKqY/J+vP8l3nujlo9cv46M3LHd/lIcPw3+8C754s5IuvPmL8O7vQefaWR3z2UBXNsF/fPByVnZl+NBXt/PNbTOQiFz0VuUgd//HwyxaiBCnCztbNLBXBQDFcYRZpOvovazpzjKeWshI42rGvTVEsuLPUgUCHlNKX81R/7giY94EiBPI1ZnptbMttqwPofm3o3ukjN0bYO2bYNUt1YXyx592Hj60d8BxT/NmD6LpViaS86iCXVtXKSn5JtSXPC7aCjC1M9uMIOmfKFGMNXleMiGaJNeyxqHCdo3fjNcqVY1dMdqkHk95zwy8NzkE44rQCgQce6qq3s0m84/sO8nRkUlOjheQY/7JNinr296bpmTnMTcL4hIqWeO1qUctAhMGmhDO7j57dJS7nlSk4OTImCIcpUmkBGEWiRRH/WubKZGtGsT0RYhDvXtUxjaArmzi1H7STu5SGbuAoUli8jhGaYJMn8rE5osVypE0S9otG31L8uiYsngnPY4/zSGLrC7rSDO3KUFE12izeqItaG0gUhzGnBjwZclNKRXZGK3Xqy9wXA49DMWcc25fs66brUubuXZ5m7OIURrHKI+jyQr5RAf5hOvOKK3Qv02ojKXzPTbidQ/XhnmNPpKmDR/wXfG1LPBn3FJASmWqNHRQ9ZM7+gS5UsUZpxeG5jFXkVNIQ52vgvcGWnKzhHMvqd7f86weLSRoIS4oFMoVPvSV7Xz/mWP8wc0rueNaq8FqpQQ//yT84yUqXb319+COx2D16y8oI5BTRVMyytfedylbFrfwm996ms/+bJraDzuLduwpNRMXIkSIU8ZwrkjZQ5JM0yRSGkNgEk81MZJdDgTi+cI4/kDLf1/ad3KciilpiKpZbHv93tn1iimVocHO77jukB6YVoDhrHnsuH873vqYlsXqr0XOCuWKS8BseRAwUSwzli+ja4JrlrfRlY0TaZpDfMWrlItjtJHB5vWe3dJUoPPsXVMTmvaVqj7OUyNnCJBNC7nryV72emtPRo5M2Vi2WK5YfZxcUtE/mqN/vMjR4UnKpiRiTBPuFCeqJXZSIoSGtI/hoYeVoUstBPf14EOWWyeUoo3WNqx9iilDBttlL1dU0rDe4UmfmYxRziGRdUlW31je1zevUFLn/8WY59kQwLDVd3OP1fZhNF/i0Rf6OWAZVJlS0tr/GG19P6MycswNcLUA4TcrFA5u47G9x9U+FsZ9kwyTEyNWwD31wEeHTrCvf9yVvlnHL27o6KKaDuRLFXb0jtSWBteR8wF09N3vBMc5KyuZtL6XxolnODYyyd7+HDt6Rzgx7ma1g/JHQ9d49ZpOtixW17gmBO0nfk5lz33OMVWfQ2XjDz5Uu7aqVgxjlp3DpSMRz/4n6cP3O2+nR/cAECu4dWUj2ZXkGuZg6nGWtKVY0KJI50Rybt1jYWNOUwMru9LEJ0/QdfReon3bnf0NZu82zmty9wumd52ulKBc4OTuRygMHADUsRJUE6bhXIHDQzm1zsA9ob/omYCierKC4rh7jSbboHEutK2AViuOnIrwzQJCghbigkG+VOH9dz7Ovc/18We3rOZ9Vy1Sbxx7Gj67VfU2W7QV7ngUtv6261j2EkcyZvCv79rMzeu6+NgPnuevfvT81H1s1r0FmhfB/3z8vNNchwhxOhBCfFgIsV8IkRdCPC6EuGqKZbcKIWSNfytmsq3RfInnhjXVILZzLRXT5JnDQ2hmmaXtKZiz2alL8X0Lgxm0RKNvvXb9hhFoiDs86QaA44UyjFsZlhoBpgx+nzM9AffIhpr7lC9VeKZ3pI4DnUJy/CCMHaensYGLli5iblODU2Mz2dDjLmgTtKkwZzN0rFaPF211sjdSi1AxKyQmehl97Ovq/jTWp4w7+vfUXNXx3oM8/fwuTLOCygOpbe87dIh9J0Yc628BNPX+dIosBTV6nUmlzhCayx3srGAQ49XyQwkUYi0MN612l6mUnZObGd3N0f4Rop7aadMidQAtA49jmvCjHdUS9kK5wqP7rUyVrJAe3UOlf4+yhX+REkeAkil91x7AseE8QpoOadHzg0SLitSOT+Q8GwtsdPgg+b7d5A4/xXO9w0pib7d4AJ46ngR1VeIAACAASURBVGd33xjs+8mUfeRk3p/t6jx+P0JWyDbUtkrfe2KcfSfHa9c+OdeoO9aBlovJNai+ZvGITsTjBm2T5Bf2PkehbCLRyJcrPNPrSuZkMNOFv37LzkAFJaH62BEYsoxAav0mB1o8jOVL7Dl6kkLZVOsP2serDTv3Ehvj6UUMNV9EYyZF49yVRA0Nocc8marpLhZBtDiEZhaQlsNlRYsxr6X2fQUUaXWu01oYOw7DBymUlfPoM70jquZPgCnUeZVCcx7bfduUc6yfUE2WKkwmOimnPNJFaXo6sHvcHYWmYsTONZCwMu+7fghmhclihScODZ2aqclZQH3BaYgQ5xFyxTLv/eI2frF/gL9+4zpuvXiu+rL9/O8V0Whohrd8FVa+ZraHOiuIGTqfeusGsokI/3z/Piqm5HdfvaJmcS+6Aa/4bfjuB+H578Gq1577AYcIcYYghHgL8Engw8CD1t8fCiFWSSkPTfHR1YA3cjhZb0Efhg4RKY2Sj7dDpofcge1MFktENJ1E1O6ro2aMfRMl0sSXzcp019kf//NoMEi0iMp4sUzClD7XWjuHMNBxBSxfoCSNugHLX63ImRCwovoeaZtB9I8X6/YKaxzeAYd6nUEmojob5zVRKpuKXNpx5Uws1rP+GXt73GOTkzB0gOzIpOoYVc5D2Zp9L9RuxHzkibsBiJRGKcSaXSdMLQpWGwBrYOjFESU7tI+9Ea/ftLY4bmXQBCBcuValqBzfvM6XUrrmIt79qlSQQnfvw/17oDhBrlDgwIAK0lsGtjHQshGA9nQMMeASUaM8QbFs+jJoA+MFDE1zMqyxfD+t/S7Z6R2+yHfdTStx9PizeDG/uYHDQ34icXRkkkTuqHNNNh57EDs3cnI8T9Y+Rt5tmhXo3W5l9SQVm0wEavLytkvp4Avq97wGTOGXqOqVPNmR55kzr4kjQwfQvYF5YBi5YtnJTvvgNfsRglJEZZU0Dbq7eth3bACQvs/mS1NPQCxuS9V8vZZVv1Yp0tC3DVqtzxTHFPFItVsb81/3uWKZXX1j0HcfJ9suQ8ZaqE2sRH2TF4DOi6B5EWP6KExMKPI4zbWiCdBMRdqt04lAVhFBG32jeZ+UswrjJx3Le2/fvZ1HR5mItFDq2kR+fJh4vo+GCXW9xPIep8nxE0422jRV020pdCVllha5klJldM2SGrDXbdZGukutpzAGlSJ9oyaHBnMYmsbaOVl/Nv8cIsyghTjvMZYv8a4vPMoj+wf4xK0XKXI2uB/+7dVw35/Cipvhw7942ZIzG7om+IvXreGdl8/nsz97gY//cIpM2po3QcsSuP8vwyxaiAsdvw58UUr5OSnlc1LKjwDHgA9N87kTUsrjnn8z0rcM7FIBxVh6MQiNgwM5hDRZPyelAlePvMvXR8o7kzsFvE1hISBXs80RyyYPHi5WtdmQpmd2ONqgyBlANOluOxJX/zywg3jv/WJyykbF7n5EDM0/ETQTgqa5gXbwHlWuSHSz4G6iVkDlDDx47/IGmZKyrmb2Y4Ze+9DHagfSgHIWNMtq3zThj12Dhif1mljnh5FCwxdqTZxkz5ET5BIdVLQYeiXvZAVUuwL/Ku7f7c/+PLi3n/t3n3BqFL3kDJQM1jRNGiYOo1WKp90bLKKrrGHw/DRMHsXr6ZKJqWssNfC0R3LmWcAmQPalWWNb0ku8hg5UL5AbVJlUPVb9HtZ3RkAs10vv8KQjC55RP0HfuRPOuQAQHhVOIqpz2SJlMlYoVZxMrfRcl/Yn43VqHb2vL2xNsrgtRSoq1LGxpb5HtsH+n6lMK6jr0AOv5DkxWZ1ZtSdspOeCjwT6wmbiEcVA41kuW9rNpvnNVnZvGoJWypGcUHNeUkokEs0skh54hnTZlWbam36md6S+Q+XAPtUSxEKpItEsUpUvVxDxDJctn0Mh3orTkgRIj3tcGY8+wbaffJv7d51QZNSaBJPSsy+lSb9jrl1f673m9IiSOoLPKMSUkmLZZOfRGbYzOsMICVqI8xojkyXe8flH2X5omE+9bQOv3zAHnv8+fOYVcOJ5eMPnlBFInRm3lxuEEPzJa1dPT9J0A17xO3BiJzx317kfaIgQZwBCiCiwCbgn8NY9wJZpPr5NCHFMCHGfEGJGvTckOAYFxVgzaDr5coXU+AGMEStZ5zHc8DmflQvTz1BXiiSjljyyVk80qYIHO3tyYsxvliDtQL9mGOzH3hPj3PVkr+p1ZnMgz3gTE70kxw84BMm3Rs9ygkAQ3zRf1ZfZiE5BgnDNUGrDY8wRYFj5UoVnj7pBoV0HJ8yyCvKldD7TnPRK4E6FskiMck4ZZvheDpDXOvVMEkkh1oLwZBgqpQIlU72eT7SjVybRrB55kims7S1cNEdJY4P2+RFNKIGnlBj5AZqGnqZ58PGqPmu1RgnVxMl2cXz6yIhv0UKslZyMkCuVmSxV3H0zK05wWzEl2w4Msu/kuJOhNK1spqjxHShGG6te82HfT+DAA2gDu+suIlCTGdsODLK/X5EC7zF69mjtDKwXUgjKhiL1hZKJ0HQ3uMclWKaEsfQSxlMLA0Y5ljtina9fvOQey65sgjWZPJosM5grOtb3Duy+iQG5sPfoxfP9rE2N+u4rr1rV4RsLqIxeJhFh47wmrljSypqerLuOiE5nnax5EFrFzTb3Dk9yckx9d6OjB7g2fYTXXtTNay+qrQyoQsCc5cDAhM8UZNP85ppEVyLINcxB2MQ4N8BILk9h/0PoZgEpNHafGOf4SI59J8eRhTF/g+/mRdCzqboPrrW+Qj7nuL1KppuoOrsICVqI8xZDE0Vu+9dfsPPoCP9020Zes6YT7v0T+PrboXkh3P4ArLv1JW0CcjoIkrS/+3GdH7U1b4DW5XD/X4VZtBAXKloBHQgWAPUBndWLA2527Y3AG4BdwH1CiKtrLSyE+IAQYpsQYtuJk/0Uo43kY8otLS8NKloMozxBvGwFX57sUN9YnnypQrFi8kzvCNuPjHKgv37PI80s0JpSWQI75jKlJFoYIDu805lVl9KaPQ8UydsZtELZ5PjI1JbXdn3F6GSpSkJXrJg0Dz1J4/BOx2mwHoQQFCseGV40qerL7Ptyoqn+h6HKmntH3dlq/32+d3iS3oNKDjjcuNqpg5MAR7ZZokTXxVIAphZxD6yU9Ztl4y5SNpJqtt0bGfdu99fE1am5kxLy8Q6fQ6LdeLdspJy6mvYTDzofsAPCTLx2BUpzyh/IVzTbITCJEPDC4V7yfWpseqVw2jVoLakoiYjuy4CMOjU5ghHLQCRm+CcUBsYLbD84SO/wpMrwjh1naKJI30ie5MRB/8/1oV84Dp9yBplXMVa/ftC33qH9mL1P0O9xe/Q5hdqNn6vX4lxHAxNF9JIiEQ2TR8E0nW1IJGWjgZHGVRi6e55Ms0Iid7R2acFEvyKaFrT8EBx4gPhJldHZcTwgo6sU1QU0OYQpJU8dHuaox0l1blMDi7KwaHKnz1jEPh/FqCJhuYY5JCI61yxvZ25zA62pmE8W7cM0F4s9TWETqT4zY70OVAoIIZx/9ZAr1pc8ek1BtACB0mSZaGFALaUZvkxn09AOjuzf7awFITjQP8FzB49xfLQAcZeQ0r5KxY9VG1fbe3DvgJpYsHEGDHdOFyFBC3FeYmSyxP/6/CPs7hvnM+/YxA3LsvCtd8ODn4CN74T33K1makPUhE3S3rJ5Lp/6yV6+9NCB6oU0HV7xW3DyOXj2u+d8jCFCnEEEf0br6nWklLuklP8ipXxcSvmwlPLDwI+Aj9ZZ/rNSys1Sys0tLS2+zEz/eIGB1s0Uo41K3hioKxtsXs9YtI1coUyhXOF40ybXntuDMiqoMso5X6D5+MFB+seLNA0+TWr8AHpBBWKmlCQnDqEPKlMId6xOKoxH9tcnViOTJccOvFA2+fm+futxhf0DEzx9xHUzFLUyaJ5nuUKZiinZOdniz5Y1LlB/7QC2eZGqq1l1i29NFVMS0TRHKueDrFMzAlCcdHpWlY2kWtxycTSlqkexD2apIpX60XtZlN3gvabKoGcjEsin5gBadWDptcOvE9jaBiWaJyC2G3+bmsF4ejEV3c1eVKSSr0qhM69Z7ZNe9teBBUNf4WTABJm4QWv/oyQmj1l1QXV6mXngJij9a25NxVjRman1CcAlPO1p/4TCgYEcpYqJUZqgu/eHVEaPsa9/3DEW8WHkCBx9wqod8pz/vff6zk9g09PCPPQY2594zDn+PkwOVckGXbjHwNAEDfGYm9kaOVzzO5BNRJQUrmIyWSzTPPgEWjEwCZMb9DVmB4haDZ4TpiIDQ5MBR8LRHNJyUx3PlymZJkdHJh3ZdLxjCe0dljnPgQeq9sSWjY6lF89gDtvRE89oqaGmdQw2b0Bku2mIGsQMzZ+lmgJOL0fh/U6YJALZMvtdXROOIqDt5C9w6ko9nzdKY06LksU97WTiBkYlR+fx/1G1q147fc2/neeOjSpHSEv5UCx776dy5q0CzgJCghbivMN4ocy7/+1RdveN8Zl3bOLaeRH40mvh2f+C6/8CfulTVTUUIaohhOAvXr+GV63q4I//eyffe7rG7OPq10PbSiuLdn5ZzIYIMQP0AxWqs2XtVGfVpsIjwNJpl5J2QCyIGTpSKgv1/LyrYcl1MOdi3+KTDT3kW9ex15qRLQWlXGveCAuuotCqXP6aBp9yG+JKGJwokYrpTmG+sIIguw4lM7rLR6ZcojF1RBbsWRTRNY53XkNfew3zy1rZIU9wVLBkZC/EllNcfD07ekeUaUj3Blh2o9v8NpqEhVf7JKClikm+VFEEpuaQpWviIYLhsQrIRrIrKMRVRrMloZapmBK9Mom9UtuowPTWeB15FFAZvMcPDVEoV1Rdro3mRQwtei3laAZpRDmUWkeh23N+vYSxTgbNJkcRwx8URnQNKSKYepTJRIfz+lCuyOGhHCUj5WQ5YoUB2k48ROPQDi5Z6Jfya5U8mll0COq85qSq30M1RTbK41XOh6eCeoG9HTAnIrojQxv1Ot5Jk8TkUYQ0HUIKYAqDXLFUJc9syB1xrnFAtTs49Isa260OloMNlAHGCu5vmdcCfk/fmDJ4AdUP1EbLEmhbTjHqEtIl7SmiczfSsXor7ek4yIqPxHplxAetSQ07O6pXAtnrIGHDJcQp3a5lc6+RbQcHeWz/AAeOKd8ib39ExwGyeRFMTOFr5ByqGSiM7P0qjFVJD72YLKlznMlkuPrijWxZ3MaqrgxGoMZtqi3KGuPa0zdWJSW05zSuW9nBpgXVJSz94wW2HVQeT5osO03Bs/PWkJgINIUXmsqcNc6r6vm4u2+MR/cPcnLcPmfuNTZlY/tzgJCghTivkC9VeN+XHuPpIyN8+m0buWauAXfeovp23fol2HJHKGk8BRi6xqfftoGL5zfza994kgf3BCQ9mq5aEvTvgh3fmZ1BhghxmpBSFoHHgVcF3noV8NAprGo9Svo49fYApEnKCvrsYOOyRS3KNj/Y8BkYCGTMfCVGQvDEUJSf71ckS5Mln4xKSkljQ9SVFkmT0cmSQ/gA1xp/cgjtxDP2imuPX0qGJopVCZ9k1MCIp0kkqzMmbvVV3WjdwQ93HGPfyXGeOTKiajxiKZeg1ZCwPbp/kOOj+Zo1OxVTInODqrC/BjSLFNlGIFcsaaVJjCORPGvJJMue7JRAZbSe77NqkSrqvDg1hUbKtf7PzuHgwASHBnNUTEl7OkYu0cX+QtodwNix2qYY3kNjvRwxDM9rkmiyiUQ6y7KONBXdb1HenE6ydNV6IrqGJgTJicNEi0MkJw4S1V1DFimVyyPYMkyIGhoLW+xsooJx8Gc1xwbASC+RkQMIs3YdoBY4McIski0cw6jkKMRaWNXlXi/jhTK5UhmJJFoaITOqJGdDVn1V19wlaLJMpDShiFIteLOrlalqExUWtCSdeiqBcEjOik51nmKGTsKq6UyN7cPc8W0329TQ4q4o0QSda0knXBOSmKGD0FjcnmJecwNY1u9B5Iplh3A2RHQy8Qhd2YCZyRTyTdvAIx9vD7wjkcd3qEeBy+t457XTSodPDdaOndyl+sjWQcEiUe2ZRG0jFKtUIlf0ky07OxafPEGk32pT4YnjJmu4YtoSx7h1TJ3Xa5wDozxBMqa20RA1fCGilKjG6R2rVHPqOth2cJhcqVxVI3m6EuEzgZCghThvUChX+OCXH+eR/YN84taLuHFRVJGzk7vgrV+rksaEmBniEZ3PvWszi9tS3P6Vx1W/GS9W3gLtq+GnYRYtxAWJTwDvFkK8TwixUgjxSaAb+BcAIcSdQog77YWFEL8qhHidEGKpEGK1EOLjwOuAf5h+U2refKxQoVCuOM1ma83i2zg8pKRgAuE0u/Xi0GDOF98H1yVQ2RCASqXC/n5/rYodXMujT9I/qIieFBqZhApqDg/muHvncY4OT3JsJM/P9pzkhcA6NEsxVJHV+6HVCd6ngtcym+ZF0Lqsylof1D2/ORl1bMmHG1f7TBfG9rocWxbG+cnzfc79yxmpcLM5yaRaT8liwWPZZQDkUvMZ796CbhYYP2bVjkmUvbaFcutqRbDXvgnmXcZOy1SiVDGdxrtDE2W/6UZxXNnC9+2seRzsTKeMJFTLA6yAr2k+167oYGVXhuUBGWFD90ra5i6HZTeypjvrGIiA3bzXhS0/LUayBGEHshN5j1Swfy888y3Y8W3199DDxE48SXIiKN+z1h94Hi2OONfnQMtGhywubLeMS6z+YF70Dk+imUWSpQFSMYOmwSfJ15IeQs0JjqmgC0H0ojcDKlsZz6uMksOHpEmbJcGMFof9tdZeqZtzDRnOev0rsp56jkisqOTGuibY3Xg1JSPFqm5FuoOyVEYOq7+NblmGveaOTFwZ3KQ6fB8xyuPO98jOHBajTRzrehUVI+Frv1EFadI4vJNULdnwi4Bh7X6DTZiCxPPoEzDR73OaBEjFDRK5XloGHsMY2KUkn3rAFMW7nSAL88QlS9uSSARmdoFvESlx7h2jnVsYya5ACo2KlBw+MeC/J3ngzYqOTlZnzGaRn4UELcT5gXLF5H//+xP8dPdJPv76tdyyLOEnZ0uvm+0hXtDIJiJ84d0Xk4jqvPdLj7k6cFAz3Vt/Bwb2qB/tECEuIEgpvwH8KvAHwJPAlcBNUsqD1iLzrH82osDfAk8DD1jL3yylnDaFXCoWUOGS+lGvJ4FZ0JJEE4K2lDuTHo3FrDhQ/eQf6J9QtQ94s1QuQZssVZSYUgjW9qggfnii4JAPG3pFBeBjE5MMT5aQaFSMBJl4hCNDObYfGiJfqjA4UfTb/nsgrMDfrhNa0JIkEzdYP7eRronniU8ep26WqMbrZdNkLF/CNCXjZgS61tWUpZcrkmTMIB7R6comKGQWEe1Y7rxfyC5yHldMk7F8meeOWRkwR1aocenCFpIxg+Yll1CKqGPlJS0jTWsoJ9rcDVdK6vNCc0YvDX/Ww1u7ZWeSTowX2TPgka9JqQxD6sA2ajE0DZZeb3/Id74bk26gerLtMpJz16onQiNqaEQ125lTqybvnprDIJmKGRap914vdo+1QFpA1JmYq554ECQiGlrLEi5b2uX0oIpaEs49J8YduakXHek4jcm4MmqZIjAPbguAoYPOK0EvK2HPLGBnoqyaP09N1eK2FFqlQGLyOMVYI6aUlhS49qRKVNdY0WNL6gLH2/O0Makyn+OFMhUj4d+v3sf9g7V75GXnVO1e1NDozCYplE0mF92opMFAdmS3z8yjEGthqHGNs51EVK+rJlqTztEYU+uuMedSjRmqkpa0NTCvuYHOTKL254b2wwv3V90TEhGd5sEnAet+cexJt17V2w5A01jbk2VNd1ZJom14JMTZuM6WJW2sX77AeW0y3sFTicsYblqLAI6bGcbTixlqWkffaJ6+0TwvnKxtzmQfYr2c58hQjtSYa+Nf6NtD8YWHZi2NFhK0ELOOiin5jW8+xd07+/ijX1rFW9ekQnJ2FtDdmOCz79hE32iB27/yuD9YW/Ea6FgL93+sdnF2iBDnMaSU/ySlXCCljEkpN0kpf+Z5b6uUcqvn+V9LKZdIKRNSymYp5VVSyh/MaEPFcSUrCwbKgThl3ZwsN67pZNMCV4ZUiaQcx+5SxeSpI8M8ul/VUHgb8EZ0t45KSjuDZm+gmmAJy/K9aMn5Tsy53nnv0IB/Jn9govq73ZmJM6/FltlZdTExg2UdGQxNIx7RiRUG/cRwmoCuUDb5yfMn2HZwiPue66sahw1TSpWtWHg16SVbuHldF92tjUihMZpeytMjCSdjVR0jWdkpIVyDgViakazqZ2RaPbPa03E2zW+ip8mVO+46PsyevlGePT7GOA1MxjswE/46l5oxmRDsbr6magz1YAfYuoYiqNEkQWoQMXRPZkZzsqX2MV7UrIitQCJcU0o1TWCdeykMXyYgH2/HTDSr7c+k916dFoDZuEHDxGF0S0opZBlD19i47iJVl2VlRb1SyNHMUsbSS3zr6cjGQSjaFC0O+96r26sTVObkyGPO0+D1KwMtHISUaJUChq5aDixpU0G+YWW0Bsw02w8NKWdKX/ZH0DeaJ1csq2yPfT0JDe/ZiugaxXgrqZjB+k2X+/qLzWnyEAqYVqJptrglry0pdY6HSrrjOKiZBXfyQEJ/22WUowEJst0XLuknxYvbUizrsBo4a7V7x/kRuEb696q/I71QcickjEpenXd7+TrSzSCRjuga66z2EEj8NZuLr+VE+xb6Wy8FlLTUWLgFmhZ61uC/RmKGRjSqvs8TyXkMtm6moDeQiUcQAi62atYKMfe4eCcqKqbk6PAkR4Zyzuuq35ofjcM76Duyt7qm8BwhJGghZhVSSn7/u89w15NH+c0blvPLG7IhOTuL2DCvib950zoe3T/IH/7nDvfHUdPg+j9V/YMenoHSK0SIlylWd2eo9jQMEjZBRNdUXyo9znhqIYkFl6g6GaiSAOUto4iJ5DxScYM4RV44OaGMK8AJaOyMSclIUYwq8hfPn4RKGdOsUIpkuHJ5F4mIzpGhHCc9NuOlismRIY/VuIVLF7XQ05hQ2RIhyMQjvvqStlSM1HjQltzd32yivizNtvIvlKsJgJSSQtlUJCLV7rjyakaMo903MpZdxnikhYG510Gi0XWotKBN2A2chVNnBFCINTOaWc5IdiU3rO7k8sUttKRitKfjdGZUILz7+CgD43n6x4sc77iawdbN1eOrt1M+c5DAUp1rYdHWep+E5a9msGUTpUY3MxgzdDbMa7RqqITLp6ztNMYFKzoz9DTGSccMZ5N9I5M0Dqt6nmqLeuH8L71Rfg2zCilBN4s1eVyiPMyl0f00Dz4FeExsHJaozqseOFqm5r8morrmO27eTdU/ztUvmVKiCUGuZS0DLZsozfeb2uiVPLFCP4amsWFeI0va/AQuH2+jZKQYmCgymvdkv4XgFy8MuBnxtOU5FHD80zXBpQubWb5wAWiac2y3Lm9nfkuAoEkTCuP+aySaJGIRcNGxxnm5Ka2uS+WMWb3j0yZw2le5j8dP+giQ1GYgcwye/GNPqgbPhx52GzurBdUfJ9tcm/y3pv1Z0kVt7rFRdby+QlxKsSY/QcrO8fcpE4F6N2lCdg597Vcx3Kj2PaprXLOiHSEEHZk4VyxpdbKHphbz7WLv0CSPHRjk8YNKppqMGph6jIoedyZ2wG7WLn2W/ucSIUELMWuQUvIn//0sX3/sMHdcs4RfubQ5JGfnALes7+GOa5bwjW2H+cLPD7hvLL5WZdJ+9rdq5ixEiBBViOoacpoMWvD1kcZVdHV2gJVBqwq4hIZEY3l3M7HCMIsHfkpsXMmigo53AKPZlQw1KSlcZnQ3DB8EqQJ1XRM+aVQmESFmaE7GPGhnXb1//p0x9FqRu+tGOVXwaBPRSo2FbJv/SK1aGosoAgyXIphSq9qQMaaOz6WrlxI1/MHcWGYJ5UjKkfnZmNPUwOb5zfzS2i42z2/0kYbgEO3Jq+bkFJK8vJUN0nRlQNC2HJJuoCkBU9N9655MdLnGKWrAHimh/7E9sFTMoCubQAj33Br9z6FZjo0VPe5dna+hsIPx+qamDbkjsOuH1YYsJ54lE4+wKCu4YXUny1rjdFvZMMBZXvNk4FpTngxLAIZ1Psx41lePVRc1DBuSUZ229k7yiU4SCSvwX3g1phFHr0w6Ujp1HNXnUzH3mrclsJMll6AN59w6P4GA7o3KcdSIeRwOlbRWr9HnSxNU11RNnIDdP1I1is4BiLG8M82y9jTJmEtiE2mV8ZksVvzmGekFUxwcnP0j5jG42f9TOPm8b6nT8lWzXTTz3kbl1nm2CXidFdtZ65ihccPqTmXcYa/CyaC559b+rpXq9WNtXeZ/XsqDELxywzKHvAUNbVpTMa5a3sNoZhkn2y7zyXXt+1G7RYy7GuO0pWJW/aQ7rogmrEswJGghXmb4m7t38cWHDvCeKxbyG1e2wp2vDcnZOcKvv2oZ16/q4GM/eM7v7HjDx9TN88d/OHuDCxHiPIYKzoIBWu1Axft6IqJbGQ1ZuzeVvWh+mM5snFjRkj96Fo0V1GtSCMqRNMc7t6o3SpPoE33YuTzvcGzDA9vtMVnHOMB+PRdwVPPtWroL5m/xOchN1ZTWts6uFXfZ9usLW5PVb+ISt+ePj3JwKOeTwpmmRCsqo5Nkon7Llaqx2UYM0kSrFHxEu1wnOLTHt9JyLIxHdDezYn1mp76Se3qjqr0AQOM8Kp3rOdRyFVKLMmQRgHLFpOxpeGwNEoA5TQkihuHKWWtlPqR0sptxXAldMINmSxYVRZHOZ31YfC2kOiimVV2UKOXg+DP+ZcZVlrIzEyOumTQ2RJWlepCMePcnlnaOayHmdUpsZl5zAxPJefR3XMGR1GprWO64gk3Lg/m18YKyul/ZleW1F3WTts0qUu3ISANVkBJKeS7JDLO6O8P6uc2MNK5kJLuSQAL5xQAAIABJREFUgbIref35kYAc0YiqrC6452H8BEHYx1YTAno2O/VjAOStWkmfFb5QroSJiO+LJSIJ2tNxKqbkSU/bjJxF0MaszJ5teDItTLX8WPvF0yzojqsKOauPYsrjLmmXP9jXv15/PHOaGrhxTZdzvfq2UBiDseoJg4GWzbDshuqVRRt8/QLt6yIe0R3jJa+jqI14RGcss5RyJOVLyNnXXNSwM82C9kyNfRGCipR1JcBnGyFBCzEr+Ief7OGf7t/H2y+dxx9e24H48i1wcje8LSRn5wKaJvjEW9azuC3Jr3xtOwcHLOlL03y44leVy9e+n8zuIEOEOM8ghY4QglLEtVuPGZovY+WFCDw2peT4aJ79/a7UzPBEDk5s7vmgMelOoMQK/jYZTuZk7JiVrVE1GEHJpbdhb017bGC1ZUSSyXpqsdqW+9fV0FLVjHtNT4bFbapvl52xChJWh7h4YJPUoGNbeyZGWzrGsg5XnjaWr/gkjqZ0bQiCHKynUQVyHZkaxK3Zkhbu/lGVbOmpwyO+53YwPKdJBf52TU++VGGyS9XL2FKyIyN5JksVR9LJ3EsYiM2hHFHkLldUzbxtR8+Yry+acMZ73apONxOgaU49kgMPmSl6mLsUetW15jxyDpQn3OtaDw3NsPAqyin/+awJKWHf/6jHRgyifjLkVEhqMYSuO6+s6mlmxdqLVXaxewPGolcw3LSWfBkePzjknEcpdPpbL2HUe50Uc35SGUsjcSc3qsi33XPOG4mPHYUjjxKb6CURMRAaSnKcXkTfmJfguuvqCAbqmu620MgN1uw9pgmhGrK3LFa9tsDNWHr3wTtmIVQDZSvjqmuC0XyJw2Pu8nYLCUMTGJrG6u5qt04HaU8rSNPODs4wdVbLPdPJcHrWMTno349Um5qwmb9l+m3YCWFbHjlkyaY9ExHtPQsd45kg2tddR1OjNTHkOaaXLmrmyiWtzG2uJui1JqrA/UpUTaxZRcJbl7Wzqivj3IdDiWOIlw0+/+B+/vae3bxhQw9/fkUM8flXueRsSUjOzhVSMYPPvVPVXrz/zm2u/v7KX1OSgrvu8MsbQoR4maNkpBFr38REaoHzWlc2UXd57++/JoTTMHmfp49ZMqajCcHC1jQtlpwuEdEdKWJsokaDeSdosossyoxOlhhuXFWjHs59fPGCZjqztTNOmXiE16zrZk53j/ti6zK/xLGGKUDM0FnTk6UhqjtZseWd/iDrxFje7xwLnkC7en1bFrcGsgXCl2nxV7D40W0RtJpZzXSXI88UQjCZcMlJrTq5evJGx7LbCdyqtxUoM+SFk+NOU/G5zZ5rxptJCR7fqvuvu9KSx6WyugbNHZZDPjwulYfoZMK635uRZM3x+4iFrDgSv1r26F6SHTM09Jgipo0NEVLzNyjSYkQh7beSr5gSJBRirRTibf58mRH37a+0elh5e2IFBgwEzlmlHMh8ucdprESVo+OS9hRLO2oQBCOhsqV2VskyR1nekUbXhGPsA0DPJvXXPndTtQ5YcTMsfAXgXgamHqe35yZ659zsnFcpJdlEpNp+3oHwZ7OsTFc6rshPQ432Hv6PC/BmIJsWwNyLFXnykhOhQyRwv8t0V5mU1IS1/hdaXuGv7Yu5EzH2ZEgtLOzpYvFamwi610U6HqElVTuTp/m+Wx6CZn3c/o4KobZtlCdomDxKtiHC0jZ3LJHS6JS7drYQErQQ5xRffeQgf/a9Z7lpbSd/s6Ef7QvXKR3/O+8KydksYH5Lkn98+0b2nhjn17/xJKYpldvY6/4Fxo7Dj353tocYIsR5gwarlsX+sb9kYTMrumrP+HqXU4/97y2wTAUmixUiuqA1FcWO84QQjulAbPRA9YqdLIGgIaKDNBnMFQGNGgpMB/GIP9Piz+RYroNee2sjhtE4V/UYixp1XdtA1XxEDY103KAhWp2lGw427Datvl51JJLeeisTfM2NVYBVu/jNDtC9xgQONM11h0s0Ecl2Vi/jbKQ6E2nLLp2QVSrJYi3FajBr+OwxN8jz97CamgD7xyRhYB/J8QPVssbA4IXVP01UijA5hH28SnMu5YkjI9z7XB+FcoWikeZot+X82bTAvy0bPhv+QBYIda7Wz22kpynB0vY0VyxuYd2cxpqX4aJWNyCX1j/b6OG5Y6McHsy579pjyPTQP6H2pyJlzeOUjqrXMgkPGTn2pG+ZBkvGa2gaUotwaDBnHRU10rqTLUJTcYp9HKzjtLQjzc1ru5Ts00bAWEQRzTrwGK74uJf12shkiWIkzXjTCjSthjy5e6Oyq9ejPgJuY2FrA1uXtU9dR1lz3M6NCN/3TFb8RC64/BTQjQiTiU4Gc2X3/DU0q7q7mcIxp5mZ7b2X0Pq5rfr8idG8s5xPWVDKw+FHnL1qHK7d5/BsIyRoIc4ZvrP9CH/wnzu4aVmST6e/jP61N0KmB97/PzD/8tke3ssWVy5t5fdvXsU9z/bxyfusPjlzNqlM2pNfhee/P7sDDBHiPIEdWL9yRTuXL2qhK5uoIjn1ECQiLSkVNBUrpiVBtN6vIaHyIhOPcO3yDm5Y3Ymua+RKFcoV22596kDJ67qeTUS4amm1tTRtyqbemSnvushqqJyGbE/18hbWzWnkhtWdXLuiw60N8iCYUSrWMD8Jwi7ilwiKZdfUQWU+1OPgcY1HdG5Z30NrnVl15wDEG7l2hd997/CgW+smqSbVlyxU8s/njo8r0xVpMpQrOsfdHtN4oczzx+vPuvvGbAe8QkzZvBeAUg6OPkHj8E7H+nssvYRSJI3Wusg1ipASvTSurigpYdB14bSd6wB+/GyfyubqkerMiDcwj3nqewqe/fK0JjA0jZ7GBhJRXfVvq9NIee0cN/NnmkriWDHcoL9vLO/sg/1dyEVbODGqCH4qalRLP4E0OTbOayKbqH8M0/EoN63t4vrVKpNXLKuG81II1vRk6xMZW4ZnNw2vk5mpjUC+t2UJLLiyxnK117MrdRlHjPm+bJCTEcv2wPIb1cSDpquMnMfRUURTZBtm2PzbS3qF54GXDE30VxNQmN6FpFJGFMZoTdpjcRUAg56Jm2kba9vnIVo/0+ZbXBNctqil6nV7l8rWTanKgXO0F4oTMxWInjWEBC3EOcFdT/bye998jN/teIx/HLodffsX4bIPw/vudeyVQ8we3nPFAt64cQ6fvG8PP9pxTL34it+GznXw3Q9B/57ZHWCIEOcRkjGD9lo1TjPEgpYkPY0Jp1+PD3ZTW7cLku9tXRNEGzLEIzotyRggKJbcmhMhVOBbC0IIUlZj6OWd6dqGIXZTZbuxslDOgpoQNYL42sgmIrSmYjQ2uAFvsN/VcK5Y2yzFOxR7whxoqIxhlNwsWq7oGmGcEtLdigi1LEYIwboeN9hXPbJyFMoV+scLVeNrtvZnLF/m6d5hjg3nLJ8Q4Xy+UK7UrLmri2QLrH49rHq9qmOqha716u+ee5yXMqO7ARhPLWB5VyPxBZeoGkEPhBCurfmoksqOTLpEN9juQS1wRDn4lTy96+ZdWntcNhkIZrRSHUr6Zo87gDXWMT8xlneNWwLYc+QYTz10N88eHeHnLwywd0QykZxH07ob6xKCemY9XkR0jYiu0ZKMMZovs/PoKCDqfmcAVa8HqsE5TJ/pbPB8r4M1aN3r/fVinrdqwTbasfdt6/J2Ll9cTToA9f3sWKWMPTTDbQY9E3iJt/2tqhSVC+WoR2Zdc9+nOe6D+wDIlE6qa84nN1TH59oV7b52GTWRbIN5l0H76qmX86DJ+s56z679eJ5VtxYJOtWWJiE/QiXSwMm22UsehAQtxNlFucCjd38V89sfYHv8w3xg+O8Q6U5FzG78uF9OE2LWIITgL16/hvVzG/n1/3hKzf4aUXjrV9Xs6r+/FSaHp19RiBAhfKgVNC7vTCOEoLsxwYa5Tcop0CyrADBuWdgLDWGWq4R8ubaLlAwZmN/SgERQ8BI0RM0MFqi4KB2PcMPqzilr54hn3NqZ6YLROrhiSSuvWNbmuKsF49+orjkObPVgZyfy0VaQkmhRZX+khKHc1I2A6yISh1WvdWrRNE04tToAxbLJ88cUEQzWzWmBFga9e5WELuIhjuPe/lozhab7+z4F0bK4rnnChvnNrOi0M1y2K12Ner2SMigpxFwHTj+sbMnxHYqkeTO5QoOejeqxdxzJVkXSvO6F9v7M3+KrL/JivhUYP9u4lcrc2gYTI5MlSqZJzq73ExrDTWv95KfmbkxBFjzv+S3dRe12DzYc187y9NuAQL85L0Grv43gGld3Z0nHDY6NqPNmZ9yzicj0maaFV8OqW+oT/lqw6urUYAKj6dvpWrE21CCH0x2Pgb2+p6MF+5yKupnwmhBC9UgzZiDZDAzNV1JpPV7bk+XmtV3OttfPbVQNta3zl88sphhrJrr6tTPe3plESNBCnHlUyrD7Hvju7ZT+chGXPPxhXmU8SWTdG1St2fv/B+ZUNwYNMbuIR3Q+845NpGIG779zG0MTRVXc/ZYvqwbW3/plKJ9mUBQixMsUWxa3sLbHL8nyZmbmtTSooABUPzObOAzuo/vo3c5yjVZD6Lint5dqGgz5oprZtxuzeqVaxbLpkMTTkuzYsiJvM9xTgG264DjFelDPUdLZtDXggUi7khw68kPpHI9g/6PTQSrmJ7QHaozVRksyVlX/pZnuffHBvf1ONmZtT9bJFr0oCOG6AwaQL9VyCfRWVlnPcwMQTSG16uBWSjurIV1TiN7t7gJ6TDlgLrvRMbUAFHHpWOVmwVoWz2h37JqtgjQYK/hrkIYb19T4xCmc4yms373rafQ0WJeiTr8/52MBgjYdvMtJqTJbTQumJDJBJ9jWVNTXBP6Ur/JTbX6W8BL3wGcrJfe6qEUyhYDlN6kJ92RANl0YcyYHbIMX11TWQ9BObbQzhu874Dyy2iNowlc/aGiWNLeivs+mJe0VM1QOnGmEBC3EmUNuEB74f/DJi+Brb6b07Pe4q7CJv2j8U/jNPURe/4+waOup3zhCnDN0ZOJ85h2b6Bsp8Ctf2065YqqZ0Nf8nbLd/+a7Q5IWIsQpoCUVY1GbyiSs7lY/+FPO1luzt3bGya5xi7ap4NfvDAkgKFn1WT1NDUQNjSXtKYcYtKfjXL64hXnNDdNmrGpC05UEr+P0CJqNyVLFJyOrVeMVhO04mYjY41afPzI0yfCpyAinwYz7SwErOtM+B0VQMkMvbOlgeybO3KYG2lIxlrSfgtzMxvwtrt25qE1mK9J7QRgkIjqlSMYNhiuW2UZxwgk8p0SwxsibsYilnOytD9EGWPNGaF85/foDODSY8z2fSM2v4Xw4g5ihZ6OSVfZsqiYJzjjdc+CvNxNTyyPtY1KsT9x98Jmq2GYnU++DfY9wNqkJT2Z0hhmmF4OWJe7j4LZKOVfyWi8LGG1Q9ZQT/TB8WL1mmg45A9AtEiyd69C9H8xEnno6sI9brQxaXdgtEnR7EugsDGwGCAlaiBcPswKP/St8aj3c96fQspintnyaiyb+ka92/Tb/+/YPk2qYWVFniNnHhnlNfOwNa3lo3wB/8YPn1Isb3wk3/S3s+n6YSQsR4jSxpD3NLet7piZolrTMaV8F0LaCUszKskVdiZmqMRIMWQ53q7sbnfdc6ZByWNwwr+n0s021jAFOATYx9WYOZ2LE1pVN0NQQdWrlYoaGXp7g2LMPApBrqG9aciroqtN6oBaaklE2L3RlXuV0D1LzE4qKdDNYUUNjy5LWqXtY1UOmW9mdgy8wXugxNVja4THwSDTSsOQqLr7iOlrbu6hIaZFF6crDakD1rxMqS1IY862vSr5YD6cYYC+2CIndmsEH059VK0bryTI9aF6kCG2mCxZcXf1+pscn+ZvfkqS72f4uiamHb5PjmbadsZ1CNcO60OW0HDMVM7hhdafTFzGqa76s3lmf1vY1DbMmLLw1bHvvtZabSoprkbyc1a/x4IOw/2fuJqy/0j6eE/1uI/WzBH9O2Xos6xDeQMlNMqOuu/qtHc4uTmM6LUQIDwb2wXfeD72Pw4Kr4Ma/5Ef9LXzk359gVU+WL73nkrr1ECHOX7xp0xyePTrKF36+n5VdGW7dPBcueb/6Af/hb8FX36SkjzXctEKECPEi0bYCOfIEYMVNepRCupO+jhhZT8+hTMKgsSGKLBfJGMaMHSXPNZxZ7ODrM/hsRNec+aBkRKc0cZTkhJqhLxtnpoa5ntTSbnodhNfwpNB1MfT6A3c7UxiMAS+a08jJ8cKLGKlCJp2CgQkqegItSPazPcQAFl2D2P0CE8Uy45OTpKjfL80JVnNWI+JUByy86kWPcyqs6clyZGiyplGMDBC0ciTJ4rbUtJLYKZGoJnmlzo0UJnYghT51BmeGroEOujeojPOeH6uM0gwyaKCuw1eubKdUMav2tTKTGY0zBdvEZMkrVQZszz2uxDHdVf9z2R5lwGMv6+tBh9u2wnRda70TSWcD9nrLnomAiimJ1JqsWnQNPP899diIs6K7iRXdM5gcOEsIM2ghTh9PfxM+c7Vy+XnD5+Bd/823exv58Fe3s7Yny53vuWTWZh5CvHj83k0ruGJJC3/w3R1sP2RZM1/6QXjdP8PBn8MXbvQ4zoUIEeKMIdlGtiFC3NAdKZYpJeVIyhfIxAydZa1xlndmWNiaCjQ6rk0SZgPOLLZXZjSDrAKo2qDhfNma9XZXMNR0EZWmRWd2oAFsml87OPO1CKsRODsNcAM7uKA1Wdu5cyawCYZmINqWA3Ci/Yr6ywvhONgVBo+AWSFXco0xDI9uS1jLIy1iZK3/bEMTrtW5F7Jzne/5JQubWdOTnblMNHjRL74WWpdVLWZm5tDfdhmIaTJosbRaB/hbDtSDpqm6M7Ps1vbN8IsYj+i+SW0703hO+FmqXf21M+Z6RBkG2Ug0Tk9WhWY1uAuYo6TaoUd5D+Q7XQ+Cs71b9uTDnhNjHBlSMs1ixaytYvDKd0/THOlMYvZHEOLCQzEHd90B33kfdKyB2x+Edbdy5y8O8hvffIrLF7fw5fde6itwDXHhwdA1/uFtG+nMxvnAnY9zaMDSoK9/O9z2LUXOPvdKlT0NESLEmUOqnYbO5azpyaqeR77grk6gF8/6iiVkHZIwG7CDpOls9WtBWiU8EitgsdaRS86hJVu/SfiZQL26n0ZPb6mo7mY6ElbWo1Ing/aiYBsVZHoQbcvp7Xk15pSGGNBikXvdPv6ea+FKTw88ze5u7pyfc3PNaEJUNTAHfP3gJJoz/tOCHlXOjzUKibxrnXYy+XRkvpkeJYuslDjdY+q6EJ4Dhta1XvVBrGfPX6cO0r+MgKH9sPO7itjGs6qGdeHV0LwAgLxHsmrv17mYSHr84BB7T4xTqpj1TWHsgZwHM1shQQtxahjcD59/FTzxFbjqo/Du7yMzPXz6vj3837t28qpVHXz+XRfX7q8T4oJDUzLKF969mbJp8s4vPEK/Lc9ZfA289x5VPP5vN8GO78zuQEOEeClBCH/RvtftLBg3ZOeqme3Fr/S97ITasx9n1AxNpZwZecwkDKQQFMoVdA1S4/udNS7vOPMEza6J8Ro0BJGOR8jEIzREDef4blncyiqr1m7PibG6nz1tRBtUI+I5m5U5zExm+IMW45ahyOYFzWQTEUcS65o/2k595+aiafD0vfJKDL1STCn0U+c23vEvua7uYp3ZOIvbUly3suPFySfrwUvqTrPfq/0dOScCx3gGOtdUn3/7fMzomrOWsesZYxlnfYYlKxwpSEUE52/x1NqevWvOmyzYeXRESRzr1QGf40mKqRAStBAzx9574bNbVebktm/BK/+QEhq//e2n+X8/3s3rN/TwT7dtPDs3uhCzhiXtaT7/ros5PprnPV98jPGCZSHcvlK1TOhar4xD7v+rc6TDCBHiZQYhHOJQFTbMu1QFoYEMwfn0VbSDb7/EcWZY2JrE3uv4RC+aLGMKg8VtqbMyEWi3e5rOT0UTgGPCochGZybua859xnlOJGHJ8dSKVaPyKWATNPu5ZUBjB8qtVm8tlUATnCMa4OCyRS3csLqTm9Z2+Xp7yYgroytFT5OEr369cpacQpIXj+is6cmevQnl7BzVN6xrfc0auJmgLR1D10TAdfIcw85o6jMZQ+Ci95BUQ9fQhODIUI77htrYPZk+6zVoQJVBj5yJujqUOIa4ICClss//ypvUDecD98PS6xjNl3jPFx/jP7Yd4SPXLuETt140tTtZiAsWm+Y38U+3bWTn0VE+9JXHKdqNTJKt8K7/goveBvd/DL79Xp+tbogQIc4MTqmhKxCxJDxRY/bvyfaQgxLHmeyKyvJYC1ouemOZpWemv1gNmI7kaurBCSHIlSo8dWQYUH2sDF1jUatrXHI2swKXLmypWyNnQ7O2X2yxasrKeTUua1ij+UCrAjuDdq4kjpogHtGJ6JrPzU82tHC0+waGG1cz1LTu9I6jps9++jjdqdQmrUumX7YO2tIxbl7bRWtq5q0gzjgWbVUmcHaz8qkQlIIGavbs79d4ocyJ0QLVPfvOPIJtNKasf9XOH/XX7N+5Q5zfyI/Cf7xT2eeveYOStTUv5ODABLf+y8M8vG+Av37jOn7j+uVnv09HiFnFtSs6+Ms3rOWBPf185N+3uyTNiCnjkOv+WEkdv/pmKIzP5lBDhLhwMfcS9ddb75FsZVFbknhEn7El/NzmBlZ1ZZjXPPstTkQwk4OqPZnxL4YQVPQ4GUuqVM+N8MXA/v2yM2LTZdA629poTLgZBVs5Uqy4RhzB5sNnEp3ZOIno1GoVs20FuYY5lNOqybW0TEBswtNtuVRumteMrwbtPPgtl5rBRGoBlTPk1PmiYWeP6vVYO4uY9dgqloJ0h/qtnw5zL3UfL74W2vzmLPNbksQMnXhERyJPeeLpTGBKdYHdy0+aUyx0bnD+UMUQ5x8OPAjf/RCMHoHr/xwuvwOE4J6dx/mNbz6FJgT/9ssXc9XStunXFeIlgTdvnkuuWOGP/msnd3xtO//w9o1qhl4IuPLXVFH0d2+HL78Obvvmacs6QoR42WHBVSoAStj9zhpg+U2ORCsN3LC6c8ari+gaS89CjdbpwG0We/oSuny8g1RUucnKmZgVnCIaIjoTxTK9w0oBMF3AmFx9Iw3dE3B4jKhHOWLbeXdlE2eVoM0EomMNQwOtjBRM5gD9o5PglgSxojPD8o602tfZTjbFI4zllXw+eJnMNj8BlLx06fX1DTRCKHhdHxuqHUvXz22EufDwvgFKFZO9J9Rk7rk8xarpQZ0tNrSorF/z2XWInQnCDFqIapTycPfvwxdfoxo7vudu2PIRyqbk4z98jg98+XEWtCT53keuDMnZyxDv2rKAP3ntau55to9f+Zonkwaw7la49Utw7Cm483X+pqchQoSoj3SHS85snGr/pfMUdihkBmrQTmXWXHpIhKmdeYfgdXOVZLJkZcCm5Vaajh7x1HBZsKV6mcTsz3/bGTYtEoNIgj3GUsDt0wZ1zsEsMKINcxudjN5kqTLN0rOEeKamG2SI00PFlBQrJlFdQzvLkxne61xKWf8ST7bCsutflCz1TCG80kL4cexp+Nw18PA/wOZfhg8+AHMvYX//BLd+5mE+89MXuO3SeXzz9suZex5IZ0LMDmyS9uNn+/jwVx8n7/1BXflLcOuX4fgz8PW3Q/nFN2YNESLEhQutpsZx5jxA9ewS6JrAFBHy8fYzPUTaAjU+M6l7SsUMklHD15/rfGpvAFZgKjRYcTPxVuUkmG2oRXBn0MrhLMLQNZqscW0/OOR77/w4kiFmjBm0JNCEWwO5smsGveVeJBa0eIxnKqcgr55FzP4UT4jzA6apSNl9f6rS0rd9C5a+CtOUfOnn+/mrHz1PzND55FvXc8v6ntkebYjzAO/asgBNwP/9r53c9q+P8K/v3EyT7TS1/Ea45R/hP2+Hb78P3vzF0+sjEyJEiAseLj87PYnj1ctaKfU2E8uNUIi3nJUMTzCTNJNNJGMG163q8L1m16LFI+fH/LdlNglAJm5QKFUce33/grMfstqJvaB5yazXYIU4NSy9fto6dO85PRd1smt7skQNjV3HxzClvCCuqZCghYDRo6puaP9PYcVr4LWfhoZmdveN8Yf/uYNH9g9y7Yp2Pv6GtXRkZlagHuLlgXdcvoCWVIxf/caTvPFfHuJLv3yJm1ld/zbI9cM9fwA/+TNlIhIiRIiXHbwSRyklpYpEMvNZ7HQ8AskY5KAnbTB2DtyCTzd+m9fcgADmNp0fChMhXGJsSn+/sSk/FCLE6SKaVP+mgC1jjUf0sy5vBEUI7YmJc9L0+wzg/JjiCTF72PUj+OctcOQx+KVPwVu+wpBM8X/v2sGrP/kAzx0b5a/fuI7Pv2tzSM5C1MRNa7v4ynsvpX+swBv++SGeOjzsvnn5HbDp3fDg38FT35i1MYZ4aUMI8WEhxH4hRF4I8bgQ4qppln+FtVxeCPGCEOL2czXWlyPs2eqJQpkdvaP8cMcxxxBixmhoAWBRVxs3re0600OswoyITA3ommBBa/KcBJ0zhRuPTlF7Uy56npw/Y4fzbTQhzgSGc+p6Wzfn7LTLqAWnH/spyKtnEyFBe7lCSnjw7+Hf3wrZufDBn5Ff97/41wf3s/Vv7+erjxzitkvn8dPfvIZbL557QaSDQ8weLlnYzLc/tIWorvHmzzzMfzx2WL0hBLz6b2D+lfBfH4Ej22Z3oCFechBCvAX4JPAxYAPwEPBDIcS8OssvBH5gLbcB+DjwaSHEG8/NiF9+sGtUtx8a4oV+V/p0Sj8rmS7VkLt7wxkeXW28VH7yBAIp1TmYMjD1ZjyM2ZmMtYlkzNB9JPylci5CVCNY+3k24fZjvDBIf0jQXo6olOGuO+DeP4LVryP/zh/wxV0GV/31//Dn33+Oi+Y28sP/cxV/essat6YoRIhpsLQjzX9/5EouWdDMb337aX7vu89QKFei73vQAAAgAElEQVTAiMKtd6qmnV9/O4z0zvZQQ7y08OvAF6WUn5NSPiel/AhwDPhQneVvB45KKT9iLf854EvAR8/ReF92iJwpSWKiUTkLnwOcbgbtfIMQ8EL/OHfvPM6xkfwU5iUWO1pwlbpnzwLsur2OTIyIrnHNinZWd2fJJs68a2eI8wPGOZAr27CvfXMqF8fzCCFBe7mhXIRvvRue/AqFKz7KZ9v/gK1//yh//N/PsrA1yTc+cBl3vucSlp0n/XNCXFhoTkb50nsu4fZXLOZrjxzi1s/8ggP9E5Bsgbd/A4oT8PW3QTE320MN8RKAECIKbALuCbx1D7Clzscur7H83cBmIUQYCZ4F1AuGzrdSkA1z3b6NqdhLo0Tfe+hNOUXqoG0lxBtntXelTYrtyyITj7CkPRUqeF6CWD+3kTnnuE7TzaBJp1/h+YyQoL2cUMrDN26D5/6bu+f+KpsevISP/XAX81sa+Mp7L+UbH7iMSxe1zPYoQ1zg0DXB77x6Bf9820b2nxznpk89wNcfPYRsWwFv/Lxq5XDXh8+/6CzEhYhWQAf6Aq/3AfW6OnfWWd6w1ueDEOIDQohtQohtJ0+efJHDfXmiXnxdNs+ve0BHNkYyarC4LUXypULQAsder3cyUm2w9LpZy555caGYOIQ4fcxvSbJp/rmdDPBe+sdH8+d026eDl8YdKMS0kOUiI3e+nczhn/CH5ffx9X2X8pp17bzvykWsPYdFmiFePnj12i4umtvIR7/5FL/znWe497kTfOwNW2m/7o+VvLZ9Fbzit2Z7mCFeGghGdKLGa9MtX+t1pJSfBT4LsHnz5jByPA1E6jT3Nc8zghYz9Crb/JcSVndnaTmPyxZsY5WQn4U4G7jQMrEhQXuJYyRX4rvbDzLvp7/G/2fvzuPjqsrHj39O9rVNm3SHspeyr4rsuyDIIqgsIouAIiKC+nP5osJXUdSvG4psIqKAgLLTlh1aaGlp09I1TZckzb5Nttky672/P+5MMjOZNZnJnSTP+/XKK8nMnZlz7tyZe557znnOWd4P+Ll+E6Un3cSHJ+3L/Ipis4snJrn5FcU8deMJPL6qgd++uYOzf7+C//fZS7jmyBpy3v8lzFoMh15sdjHFxGUB/IzsLZvNyF6yoI4Y2/uAnrSWTgBEncs8d1oR+1XFT8Ut0sFolO5bWRq2oHY2mlZkNEklY7TIhIkVnkmANin5NZ21Db08v76FJZtb+SmPcVbeB2xafAffv+ynlBTI2y7GT06O4qZT9+esxbP52Svb+NmrNbw8/0qenLWT0pe+ATP2hXlHml1MMQHpuu5RSq0HzgX+G3LXucALMR62Grg04rZzgWpd171RthcZIMPpx0ew02AidB6UF+Vz4RHzxjVxhJg6JsJnIJS01CcJr19jQ2Mfy7a0s2xrB902N2WFeTw6bwmnd78Lp9zJUefcY3YxxRS2/6wynrzx07y2uZ1fLKnhDNvNvFl6N+VPX0H+N5ZD+eQdWiQy6g/Ak0qptcAqjCyN84GHAZRS/wLQdf3awPYPA7cppf4EPAKcDFwPXDW+xRYi84LDBWNnb8wuEpyJTJkon4EgCdAmKK9fY3eXneo9vXywy8Lquh7sbh+FeTmctXg2nz9yPuf2PkXB8qfh+Bvh7LvNLrIQKKW4+Kj5nHnwLP6+soFvfPg9/mm7m84HPofz6pdZtE/UpauEiEnX9eeUUpXAT4B5wFbgAl3XGwObLIzYvkEpdQHwR4xU/G3A7bqux+pxE2LC8gfm+U203gMh0i30MzCtKPsT9kqAloU0Tcfu8WFz+bC5vPTaPbQNuGjvH6Slb5DtHVZqO2x4fBoAe80o5uKj53PqgVWctmiWkX1q7d9g+b1w5BVwwe/k21lklfKifO44ZxHXnbgvr75WwmXbv8uWv1/G9fN/x9WnLubsQ+aQmyPHrEiOrusPAg/GuO+MKLetAI7NcLFEiFllhcwoLWBnp83sokwp8yqKaO6VZU2EKC/KY1pRPm6fxokHZP8QawnQMqzP4aHeYqe+20Fbv4teh5seh4d+pxeHx4fLq+Hy+hn0+HH5jN/uQOAVTVVZAYvmlHP9Sfty2PxpHLVXBftUloRnp9n4DCz7Phx8IVzyIMTIoCWE2WaUFnDllddh/6ScY165kW933sV1T97B9IpKLjxyHp8/ch5HLJg+4bIvCSHCnXSgsYJBfm4OdrfP5NJMHSUFuYBcoxWipCCPMxfPNrsYSZMALY1sLi8bmvrZ2NTPxuY+NrcM0OPwhG0zrSiPyrJCZpTkU1aYR1VZLkX5uRTn51Ccb/xdlJ9LeVEeZYV5lBflM6Mkn/kVxcydXkRRfm78Qmx9AV75Fux/BnzxcciVt1hkv7JjLoNcP8e+fAur5vyBu6f9L/9Y1cCjH9SzcGYJpy+axYkHVPKZ/SuZmcVpooUQ8WV7JsHJZmjxZ0ldL8SEIq33MfD5NTa3DrByl4UPd3Wzoakfv6ajFCyaXc7Zh8xm0Zxy9p9Vyn5VZSyoKKYgL4O9WeufgNfugH1OgiuehnxJVSsmkCO/hCquYPpzX+VPOT/gFzc/wevdlby+tZ0XNrTw5BpjStGBs8s4YsF0Dl8wncPmT2Px3HIqSiRoE0KISNJxJsTEJAFaijqtLpbv6GLFzm5W7rJgdflQCo5YMJ1bTt+fkw6o4si9plM+nhMQdR1W/hHe/V848Bz48pNQUDJ+ry9Euhx0Llz3Gjx3DeVPnceXL/g/vnz9V/FqOltaB1hd18MnTX18VGfhpU9ahx5WVVbIojllHDS7jAPnlHPQ7DIWzSmX3jYhxJQ26PUD4MuyRcGFEPFJgJZAMH398p3dLN/RzfZ2K2Assnn+4XM59aBZnHxglXkNQbfNGNJY8wocdhl84RHIk0apmMD2/hTcshJevAle/TZsX0L++fdx7MIDOHbhjKHNumwutrVZ2dVpY1ennV1ddl7Y0Bo2v6WytIADZ5dx0BwjYDtwdhkHzS6nqqxA5rUJISY9r9+Y0z6jJPuz1gkhhkmAFsHl9bOtbYD1jX1U7+ljdV0PNrePvBzFcfvM4IfnL+aMg2exeG65+Q28+hWw9LvQWw/n/hxOul1mAovJoWwWXPMirHkQlv8aHvyMsVzECV+HmfsDMLu8iNkHF3HmwcOTfnVdp33Axa4ue0jgZuOVT9qwhQRuM0ryOXzBdI7eu4Kj9qrgqL0rmFVeOO7VFEKITAp2nMn6YkJMLFM6QBv0+NndZac2kLb+k6Y+trZa8QSuOO1TWcKFR87jjINncdKBVdmxboKuQ8dmWPFbqF0CFQvh2ldhv1PNLpkQ6ZWTCyd9G474Erz7c1j3N/j4YTjgLDjkIjjoszB9QdhDlFLMryhmfkUxpy+aNXS7rut0Wt3s6jKCtp2dNja1DPDg8rqhdYIWVBRz1N7TOWqvCo7eu4LDF0w3lqwQQogJKi+wXImsWiLExKL0FFL7HH/88Xp1dXUGi5N+Pr9GW7+Lxl4HTb1OmnqcNFgc7Oy00djrHMpsVJCXw5ELpnPcPjM4dp8ZHLtwxuivqPvcsO2l5LbNzYfC6VA0DYqmQ+E04+/8EqM3zO8DZw90boHWDcZQxs6txv2nfg9OvE2SgYipwdpuJMLZ+G8YaDJuq1gIc4+EWQdD2VwonzP8u6QSCsri9io7PT62tVnZ1NzPxuZ+NrX009w7CBgNmkVzyod62A6ZV85+VaVTMiGJUmq9ruvHm10Os03Ec6CY2hxuHzs7bRyxYLr0ogkxSmacAyd8gOZw+2gfGKSt3zXid1Ovk9b+waEr5AAFuTnsPbOYg+eWs2hOOQfPKWfR3HL2mVmSvi+vwT74zb5je46cPMjJB99g+O0LjoOjroLDL4eSmWN7DSEmIl2H7lrY/Y5x0aJjM/Q2gO4fua3KNS58xPopnGYsRXH0V6B8LgA9djebWwaGArZNzf30Ob1DTzmjJJ99KkuZXV7IrPJCqsoKqSovZFZZASUFeRTl51KYl0Nhfg5Febnk5SpycxS5SpET/K0UOTmQm2P8HXp/NpIAzZCN50AhhBCZZcY5cFzH77i8fjx+DU3T8Ws6fl1H0wj81vH4NZxuP3a3D6fHh8Pjx+k2flsHvfQ43PTYPfQ4PPTY3XTb3Fhd4QteKmVkdJtfUcxRe1dw8VHzWTizhIWVJSycWcLcaUWZbwQVToPbP0luW58H3FZwDRg/Q39bwe8xnqu4AmYfAvOOMhqVQkxlShmfh9mHDN+m+Y2eZlsH2DuN34N9gc9S//DnyzUAlk7j92D/8AWQA84eCtAqywo5c/HsoQUtdV2nqdfJrk47e3oc1FscNPU4aexxUt3YR2/EWodjNRysMRzURQR4uTkh94cGfjmK3NDHKcX9Vx3DgoritJZRCCGEEJkzrgHaj17YzMsb20b9+Bkl+VSWFTKztICD55Zz0gFVzKsoYv70YuZNL2J+RTFzphVldq2xZOTkDiUyEEKMg5xcKJtt/KRC84PfC7mxhy0qpdinspR9Kkuj3u/1a/Q6PHTb3Li8flxeDbfPj9un4fL68fmNi1F+TUcL/PZrOrrO8O1DF6yC2xK2rTbi8YTdFut2v6aTK4mDhBBCiAklpSGOSqluoHEMr1cFWMbw+Gw3mes3mesGk7t+k7luMLnrly1120fX9VmJN5vclFI2YIfZ5ZhgsuUYnihkf6VO9lnqZJ+l5mBd18vH8wVT6kEb6wlaKVU9mecxTOb6Tea6weSu32SuG0zu+k3muk1QO+T9SI0cw6mR/ZU62Wepk32WGqXUuE8+lpQ+QgghhBBCCJElJEATQgghhBBCiCwx3gHao+P8euNtMtdvMtcNJnf9JnPdYHLXbzLXbSKS9yN1ss9SI/srdbLPUif7LDXjvr9SShIihBBCCCGEECJzZIijEEIIIYQQQmQJCdCEEEIIIYQQIktIgCaEEEIIIYQQWSKjAZpSqlAp9RellEUp5VBKvaqU2ivBY36slFqnlLIqpbqVUq8ppQ7PZDmTpZS6VSnVoJRyKaXWK6VOTbD96YHtXEqpeqXULeNV1lSlUjel1GVKqbcC749NKfWxUuri8SxvKlJ930Ied4pSyqeU2prpMo7FKI7LAqXUzwOPcSulmpRSt49XeVMxirpdrZTaqJRyKqU6lFJPKaXmjld5U6GUOi3wndiqlNKVUtcn8ZgjlFIrlFKDgcf9TCmlxqG4U95ov0cmsmTOx8pwj1KqLXBcLldKHRaxzQyl1JNKqYHAz5NKqYqIbSbdsa2U+p/AZ/uBkNtkf0VQSs1TSv0zcIy5lFI1SqnTQ+6XfRZCKZWrlPpFyPdRg1LqXqVUXsg2U3qfqQTn1/HcP0qpywPHtDvw+wtJVULX9Yz9AA8BbcC5wLHAcmAjkBvnMW8CNwCHA0cALwEdwMxMljWJulwBeIGbgUOAvwB2YGGM7fcDHIHtDgk8zgtcbmY90lS3+4EfAZ8GDgTuBvzAqWbXZax1C3ncDKA+cDxuNbse6awf8AKwNvC53Bc4ATjD7Lqk4bg8OXAc3hn4/H0G2AC8a3ZdYpT3AuBXwBcBJ3B9gu2nBb4L/xP4frwcsAHfM7suk/1ntN8jE/0nmfMx8MPAcXh5YLv/BM775SHbvA5sA04CTgz8/VrI/ZPu2A58/zQAm4AHZH/F3E8VgXPtvzDaFPsBZwOHyD6Luc/+B+gFLsI4h18M9AE/lX02VPa459fx2j+Bx/mAuzDOHXcF/j8hYR0yuHOmAx7gKyG37Q1owHkpPE8ZRqPrIpPf7I+Bv0Xctgu4L8b2vwF2Rdz2GLDa7AN3rHWL8Rxrgd+bXZd01Q14ESPwvIfsDtBSPS4/CwwAVWaXPQN1+z7QGHHbDYDd7LokUVd75AkkyjbfBKxAcchtPwFaCWTklZ+MvT9j/o6cDD+R52NAAe3AXSHbFAcaKd8I/H8IoAMnh2xzSuC2gwP/T6pjO9D+qQPOwrgw/YDsr5j76lfAqjj3yz4buU+WAP+MuO2fwBLZZ1H3V9j5dTz3D/Ac8HZEed4BnklU7kwOcTwOyAfeCt6g63ozsB0jGk1WOcZQzL60li4FSqkCjPq8FXHXW8Suy4lRtn8TOF4plZ/eEo7eKOsWTTkmvkfRjLZuSqlbgbnAvZkr3diNsn6XAuuA7yqlWpRSu5RSf1ZKlWWwqCkbZd1WAfOUUhcFhi9UAVcCyzJX0nF1IvChruuDIbe9CczHuIoqMiCN35GTQeT5eD+M78rQ8/wg8AHD++ZEjAbSRyHPswpjhEnoNpPp2H4UeF7X9fcibpf9NdKlwMdKqeeUUl3KGKJ+W8gwMdlnI60EzlRKLQZQSh2KcTEgeK6TfRbfeO6fWLFAwnNHJgO0uRhX2iwRt3cG7kvW/RjDIlenqVyjUQXkYpQ9VLy6zI2xfV7g+bLFaOoWRin1LWAv4Mn0Fm3MUq6bUuoIjJ6zr+i67s9s8cZsNO/d/hhXgY7C6I6/DTgfeCIzRRy1lOum6/pq4CrgaYze+26MK2XXZa6Y4yrWd0rwPpEZY/6OnEQiz8fB+sfbN3OBbj1w6Rgg8HdXxDaT4thWSt2MMfT/p1Hulv010v7ArRjDHM/DOMZ+DXwrcL/ss5F+g9HeqlFKeTGG3v1T1/UHA/fLPotvPPdPrG0S7r+8RBtEUkrdizGGMp4z4z0FRhdhMq/1B4zG5ClZ0liOLHeiukTbPtrt2SDVuhkbKXU58H/AlbquN2aiYGmQVN2UUoXAs8D3dV1vGI+CpUkq711O4L6rdV0fAFBK3Qa8qZSao+t65BeJ2ZKuW+Aq4p+BX2BcoZqHcWw+AlybwTKOp4n0nTLZjOo7crJIcD5OtG+i7adE20y4Y1spdTDGkL1TdV33xNlU9tewHKBa1/UfB/7/RCl1EEaA9kDIdrLPhl2BcU67GiM4Oxq4XynVoOv630O2k30W33jtn1GdO1IO0IA/AU8l2KYJY4JsLsbVx+6Q+2ZjdCPGpZT6I8bwpDN1Xa8fRTnTyYLRGxgZ8c5mZGQc1BFjex/Qk9bSjc1o6gYMBWdPAtfquv5qZoo3JqnWbR5wKPAPpdQ/ArflYCT88QEX6Loe2VVtptG8d+1AazA4C9ge+L0wzuPG22jq9mNgra7r/xf4f7NSygF8qJS6KzDEeiKL9Z0C2fO+TUaj/o6cLOKcjzsCv+cCoZ+v0H3TAcxWSqng1ejA8LVZEdtMhmP7RIw2z9aQRG65wGnKyOIczBIn+2tYO1ATcdt24DuBv+UYG+n/gN/puv5s4P8tSql9MM6Bf0f2WSLjuX9ibZNw/6U8xFHXdYuu67UJfpzAeoysV+cGH6uMFPuHED6mcwSl1P0YVwbO0nW9NtUyplvgSth6QuoScC6x67IaOCfK9tW6rnvTW8LRG2XdUEp9GSNQv17X9eczV8LRG0XdWjEylR0d8vMwsDvwd9zjdryN8r1bBcyPmHO2KPA7a3pAR1m3EoyGdKjg/1mfFjgJq4FTlVJFIbedi5F5ao8pJZoCRvsdOVkkOB83YDRAQs/zRcCpDO+b1RjJRU4MedyJQGnENpPh2H6ZkeeQaoyRGUcDO5H9FWkVcHDEbYsYPh/JMTZSrHNdsE0v+yy+8dw/qxntuSNTWVMCAedDGI3ec4BjgPeJSLMP1AK3hfz/V4ysKGdhRJ3Bn7JMljWJulyBMa/lJowg836MCYT7BO7/F/CvkO2Dafb/FNj+psDjszXNfip1uxIj+P5OxHtk6lII6ahblMffQ3ZncUz1vSvDuGL0X4yruScDW4H/ml2XNNTt+sBx+U2MeQ0nYyREWW92XWLUr4zhRpwT+Fng74WB++8jZIkAjMxwHRiNvcOBywLflVmf8nii/yQ6FifrTzLnY4x01dbA8Xh44PiMlq56C8bImhMDf4emq560xzYhWRxlf0XdP58KfG/fhTF370sYmYa/Jfss5j57AmgBLsRIRvEFjJFqvw/ZZkrvMxKfX8dl/2AkA/Fh9G4uDvz2Ymaa/UDBijDWi+kJ7KDXgL0jttGBeyL+j/ZzTybLmmR9bsWIit0YV1RPC7lvObA8YvvTMdZhcmNE7LeYXYd01C3wf7T3aPl4lzsT71vEY+8hiwO00dQP42rlW4HPZCtGI6x8PMucwbp9G2NMvhNj6My/gb3MrkeMup0R43P0ROD+J4A9EY85AmOIuCtQv7uZQOmOJ/JPvGNxsv4kcz7G6J2+J3A8uoAVwOERzzMTY8SFNfDzFFARsc2kPLYZGaDJ/hq5jy7EWC/OhdHLeHtoXWSfjdhf5RgX/xuBQYwEK78CimSfDZX7jBjfXU+M9/7BWIutFuMi33bgsmTqEMzTL4QQQgghhBDCZJlMsy+EEEIIIYQQIgUSoAkhhBBCCCFElpAATQghhBBCCCGyhARoQgghhBBCCJElJEATQgghhBBCiCwhAZoQQgghhBBCZAkJ0IQQQgghhBAiS0iAJoQQQgghhBBZQgI0IYQQQgghhMgSEqAJIYQQQgghRJaQAE0IIYQQQgghsoQEaEIIIYQQQgiRJSRAE0IIIYQQQogsIQGaEEIIIYQQQmQJCdCEiEMptUgp9ZJSqksp5VJKNSml/quUyjO7bEIIIUQmyTlQCHPIB0yI+JYA/cA3AQuwALgAubghhBBi8pNzoBAmULqum10GIbKSUqoK6AYu0XX9VbPLI4QQQowXOQcKYR4J0ISIQSmlgN2AG/gjsFzX9V3mlkoIIYTIPDkHCmEe6aIWIgbduHpxLlAN3AfsVErVK6W+aW7JhBBCiMySc6AQ5pEeNCGSELiSeBRwG3AjcIGu66+bWyohhBAi8+QcKMT4kh40IZKgGzYC3w3cdLiZ5RFCCCHGi5wDhRhfksVRiBiUUkcC9wPPYYzDzwWuB3zAe+aVTAghhMgsOQcKYR4J0ISIrQNowrhiuBfgArYAn9d1fb2ZBRNCCCEyTM6BQphE5qAJIYQQQgghRJaQOWhCCCGEEEIIkSUkQBNCCCGEEEKILCEBmhBCCCGEEEJkCQnQhBBCCCGEECJLpJTFsaqqSt93330zVBQhhBDZaP369RZd12eZXQ6zyTlQCCGmHjPOgSkFaPvuuy/V1dWZKosQQogspJRqNLsM2UDOgUIIMfWYcQ6UIY5CCCGEEEIIkSUkQBNCCCFExsm6q0IIkZyUhjiKCcDnhsZV0PABdG6D/mZw2yA3D4pnQOWBMPcIOOBsmHMYKGV2iYUQQqSb3wsOC0ybZ3ZJANjRYaO2w8qFR8wjL1euDQshRDwSoE0Wll2w9lHY9Cy4rZCTD1WLoPIAKJwGmg+cPdC0Brb8F97+GVTsA8d8FY67Dspmm10DIYQQ6dK8FmztcPAFUFBidmnY0+MAwKfp5OWaXBghhMhyEqBNdNZ2eP9e2PhvyMmDw74Ah18O+54a+6Rs64BdbxmB2vv3woe/g+O/Bqd+D0qrxrf8Qggh0s9tM35rPnPLIYQQImUSoE1Uug6fPAVv3gW+QTjhm3DKnVCWRBbQ8rlw7LXGj2U3rPwDfPwIbHwazvopHH8j5MgQFCGEmPCybBi7TEMTQojEpBU+Ebms8N/r4NXbjPlkt66B83+VXHAWqepAuPRB+OZHMO9oWPZ9eOJC6K1Pf7mFEEIIIYQQcUkP2kTT2wBPf8kIoM75Xzjp9hG9Xf1ODzXtVuq67HTZ3NjdPhSK8qI85k4vYtGcMhbPnUZpYcjbP3sxXPsKbHoGXv8hPHI6fOERWHzBOFdQCCEyRyn1Y+Ay4GDADawBfqzr+lZTC5Z20lUlhBATlQRoE0nbRnj6i0Z2rutehX1PGbqrudfJixtaeWd7J1vbBoaGkeQoKC3IQwfs7uG5CHk5imP3mcFnD53DxUfPZ3Z5kTEU5uirjed97qvw7FVw+g/h9B/JkEchxGRxBvAgsA5QwM+Bd5RSh+q63mtmwYQQQgiQAG3iaFkPT34BiqbB9Uth1sEAfFzfw0Mr6li+oxul4LiFM7jznEUcs7CCRXPKqSorJDfHmIPg9Wt0Wl3UtttY39TH8h3d3Lt0O/e9Xsv5h83l5tP25+i9K6BiIXztDVj6PVjxGyMwvPwx47WFEGIC03X9vND/lVJfBQaAk4HXTClURmXHHLTsKIUQQkwMEqBNBK0bjOCsZAZctwQq9mZnp41fLt3Oip3dVJYWcOc5i/jS8Xsxv6I45tPk5+aw14wS9ppRwjmHzuGH5y9md5eN/1S38MzaJpZuaefsxbP50ecWc9CccrjkrzD/GHjjR/DPz8M1L0qWRyHEZFOOMR+7z+yCTGYy4FIIIZInAVq266kzhjUWT4frluAum88Db+3goeV1lBTk8pMLD+Gaz+xDUf7oFpY5cHY5/3PBIdx+9kH8a/UeHnq/jvPv/5CbTt2P75x9ECWfvtnoUfvPtfD4+XDtyzB9r/TWUQghzHM/sBFYHe1OpdTXga8DLFy4cByLNUaSLlEIEYXL68fm8jGrvNDsoog4ZGJRNrN3Gz1nANe8RINvJpf+9SP+8t5uLj5qPsv/35ncdOr+ow7OQpUV5nHrGQey4gdn8sVj9+KRFfVccP+HbGkZgEXnwVdfAnsn/P08Y1FsIYSY4JRSfwBOAS7Xdd0fbRtd1x/Vdf14XdePnzVrFJlyBSBDHM2kS7AuQizf0cVHdRaziyESkAAtW/k88Nw1YO+Cq//LW51lXPSXlbQPDPK3a4/nD1cczczSgrS/7MzSAn7zxSN55ubP4PZpXPbQKh5f2YC+8ES4fgn4XPCPC4z104QQYoJSSv0RuAo4S9d1WVdETEq7Om28uqkNj08zuygiSZqm88rGVnZ32TPy/G45FiYECdCy1bLvQfMa9Ev+yt/qZ/CNp9ZzwKxSlt5+KuceOifjL3/iAZUsu/1UTl80m58vqeHmf1UzUHEo3LAMdA3+eZGR8l8IISYYpdT9wNUYwVmt2eXJjECvSZYtVC0yzN4dNry1uc8JgNsXtbWmJtkAACAASURBVINYZCGfZrx/uzptJpdEmEkCtGz0yVOw4V/op3yXXzYewi+XbeeCw+fx3DdOZEGcJCDpNqO0gL9dexx3X3QoK3Z2c/lDH9Gcu7cxD83rhH9dDAMt41YeIYQYK6XUX4EbMHrP+pRScwM/ZSYXTYixsXdDwwroqhm6SUY3CjExSYCWbTprYOn30fc9lZ9YL+GxlQ1cf9K+/OWqY9Iy1yxVSiluOHk//vW1E+iyurj0r6vY4NnLmJM22G/0pNk6x71cQggxSrdiZG58F2gP+fm+mYXKHOlBmzJ8LuO3e2TPizKjJ1XXwTUw/q8r0sbh9tFtc5tdjClJArRs4nXB819DL5rG/RU/5Om1rXzzjAO4+6JDyckx9yR74gGVvHjryZQW5nHVo2t4o28efOV5sHXAv78U9YQghBDZRtd1FePnHrPLNhXoknA/80K6zUztQevYDLveTql9YHf72NYmQV22eGd7Z1YkFOmyurC7fWYXY1xJgJZN3v8ldG9n2X4/4U9rrFx34j784LyDzbnyFcWBs8t46daTOGz+NG59egPPdy+ALz0BHVuNNPw+j9lFFEKIKcvj0+i0uswuhhAGZ4/xO4W2wZq6HnZ32XFMscb4hOF1gaNn3F92dX0P726fWqO1JEDLFk1r4KO/ULf35XxrXSUXHzWfuy86LGuCs6DKskKeuukETjqgiu//dxNP9hwMF90Pde/Bq9+WAe9CCGGSdXt6WVPfYySEyNLvYiVDLjMnTnthouz1dB+1To/RI5fMUgNWl5cee/YM58vKT/Cut6D+fbNLMSVIgJYN3HZ46RYGSxdw6e4LOG3RLH73paNMH9YYS0lBHo9ddzznHDKbn76yjUftJ8GZd8HmZ+G9X5hdPCGEmJJsLqPXIUtjM8CEIY4+D7SuBy29WQx9fo3lO7oYGPSm9XnTQ4/y19S0vrGP3V32pN6n92u7WLnb/OF8Wc0vI6XGiwRo2eDtn6H37eFW+03sO38uD19zLAV52f3WFOXn8tA1x/H5I+fxq2W1PKJfBsdeBx/+HjY+Y3bxhBBiyvJrIc3yLBuFMe66thlLwvTtSevT9jg8DAx6qWmzpvV50y3Yc2TKYZAFVwo084swalP8kzvlZXcUMBXsWQnVf+eFgovZlHc4D3/1OEoK8swuVVLyc3O4/8pj+PyR87jvjR08Wflt2O80eO12Y8imEEKItNB1nd1ddrQkWpzvbO/EnwWN46yQof0QDHiyK+nJxGvS7+6yM+jJ3BptyQxtFCIbSYBmJp8Hfcl3seTN5We2S3ngqmPGdZ2zdMjNUfzxiqM599A5/PS1nbx84H0wfS949ivQ12h28YQQYlJo7HGyrW2AXV32pLb3+7UMlyiCroOW/tfUNB2nJ/sSRgzNpZsg7f9snPvnCGRs/Lghs0knyq27wJc9c8uESIYEaGZa/QDKsoMfOK/hjs8dxUkHVpldolHJz83hgauP4bRFs7hzSSPvHvMX8HvhmSsl/b4QQqSBL9Bz5s1k4KXro+9xqnsXtr0Y8+7RJryqabfydk0nLu9oe1lSq0+n1WUkWcnIs48TPVvmoAVePcZ7HyybfwzjEL1+Le77le/qYZp1J7lt1aN+jalubts70PSx2cWYciRAM0t/E9ry3/CWdjzFh1/Izafub3aJxqQwL5dHrjmOE/abyddft7Lu03+C7h3w/I1pn5wthBBmsrm8bGzunyDDp1IIjFrWwdYXRvcyg/2je1wC3YGsem5v5nsE/ZrOmvoeVteNfxrxTNOiHKsen8bmlv4xBUhme7umkze2dsTeIDgHTx/nHuU0iPqudO9M22ftk6a+pLbL1dww0JyW1xTJkwDNJL6l/w+3X+fh4q9z32VHZF06/dEoLsjlses+xVF7Tefq94rYefzPYNeb8PbPzC6aEEKkTfWePhp7HNjGda2mcWhE9zdl/jWS0dcIO14HXR/XgXnBIMbhTv6i4kQ5c69vHNkYr+2w0mBx0NzrNKFEw8ZynSOjPcrZQNOga/vwhe6OzbD7nbQ8dZPJ77uITwI0M9QuI2/XG/zJdxk/vOIcphXlm12itCkrzOMfN3yag2aXc8maxXQfci2sfkAyOwohJo2hBBEToW2oeaGnzuxSpKa1GjyOMSf42NVpY8XO7oz2dPp1PUtT7RuCVe9zjkyPHrwvI3tnoHXUPT1K86K6a9OT4CVdF7+b146+d1nTwDuYcDOvXxs537K3Hjq3gWVniq/pjzsntNBlIcfvYXVdD239icuWLh6fxisbW6nvTm4ubVSRQeskJQHaePO5cb72A3Zoe5Fz4rc4Yf9Ks0uUdtOL8/nn1z7N7GmFfK72czgXnASvfQdaZAy4EGLyMDuDn67rvLKxld1d0eb6BsrWthHaPgF716heI5X5WMnod45fMLOj09gv0Yb3pUuvw8PyHV1JzZHb2jrAHosDgPpue9ReLTCGWm5vtyaVsTOxxM8RGsIMDHrptiWRUGPPyvBszV3bYc+q4f+bVidfxAjTB2rJ6doG1tZRP0dQ2t75/qbRB4wt66B2acIkOqt2W3i7pnPofwWgBQI2LcXe+m0vGfNCo9F1qiwfU2X5mC6bi3V7elN77jEYDHxOGnvG0HvX12AErd21aSpVdpIAbZzZP3iAEkcz/5r2De4471Czi5Mxs8oLefJrJ6DyCvhC9zfwlc4xMjta280umhBCTFihHQLB9uL29mCAFqUB6Q80tlNt4GGkQH9jaweONAzlzPENMrNnPesauvH4tKSTfkRrEncMuMaQNCQzkhlqV9dtZ1OL0au0pXWAlr7ojdSdnTZ2dtpo6HGMuVzxYorQu3odHt7d3snyHV18VGcxFviOx9YBAy3G316X0WC2pef8roLHakQXtcvrH/v73r0Ttjw/3Pvi84A/w0OVhwLN+AFeZE+sx6/h8Y+hvq6BGHcY5cj3TtAkbqMNWicYCdDGk72b3JW/5z3tWK776g0U5uWaXaKMWlhZwj9v+DRt7mJu8X0P3W2F564xvsyFEEJktU6r8V3tTMM6VeX9NRQPdlA82Elb/yBvbuugyxb/XNA/6MEa0WjVNJ2PG5JL5JG21PKa3+iJDDbkvS5yLdtHbKbrOvXdya1VF08waUc6Ov6SfYqaNiv2QCBebt0N219NalgeXhfULhlV2VJ9d97c1sGb2+IkBIkjx9Ft/GHZYfz2BwLQ7a8ac+UjDfancdmI8Hch0XEfauUuS+ov58ruxdPHLvkjx+PTRiTBea+2k+3t2b+PJEAbR80v3kWe30X7CXexaE652cUZF4fOn8Zj1x3PB9Y5/Lb4DmNuwZI7M7Z4qBBCZFoySZ3W7ellc0v6Mhum/pU59u/YdCbAUCEVCM6HGkgw3NFiHznULvgs9qR79ZLbDy19Tqr3xMhqZ9kFPbuHG/et1eR1b6fAHR4kNlgcbGkdoN4yhvk1aRbruPH4NBpDeuhCD+kiV2CYXYwAzecP6QH1JRHExfi8eHzhAVDUOVhp5vVreCJ7OyPr6XEYiTjaNw7d5PL605KQZI/Fweq6HqP3VNeTn6eXyhfArreSe0oTU9xYXV5e2diKfdBt7O8MeX1rO+9u7wy7zebysbMz+3sPJUAbJ/amTcyv/y9LCi/ky+efZXZxxtUJ+1fywFXH8Ej34bw07RrY9G/4+GGziyWEEBnT1j9IgyVzDY9EPF6NnZ02rK7gcLHRBWxK85HbtWVME/L9mo4rzXPZkpHKHMH1jX1xejaC2TQCDfTA0KrQoBNdp2DPexQNduFK05IA6chv4QvpBdraOjA0pzCyrqm81Or6Hra2xRo+l7wPdnWH/b+2wZgLVTLYNubnHiFQwU+a+hNfOAkuau00yuPXdLa2DbBtzHVWOAIB6KDHD101RiA4GP3CQJ7HSp4vTcG+tc240JBlOje/bWRsTUFTnxNnCsOug/Pe7G4f7e0tFA2GBGxuexp7StNLArTxoOu0/+e72PRiDvryL8jPnXq7/bOHzeXXlx3Jd7vOZ1PZKehv3gV175tdLCGEmHis7aDHDz9q2q1YXV52dMS4UuxxjmiYeP0azb3OsCF6ZfYGcnt2jmlCfo9juCcs5lX71g1Q9x5gzDGzu31hMWWXzTWixyVTfJqW+rw7v5sc1wAz+jZT120f0xCqmLF0wwdQ82rUu17b1Mb7tV3YXMO9kr6IHp+6bjtbWkYGGXa3b2i9uVhe2dhKdSCZRK8jwfy0OPSeenbX10dNPhOtx3Rc6boxvDNibtOSzUbA6Et26Gpv/fD8vAhhw26DgVmMaR9zuj6kxBk7UYrL609+iYTGj6B9E2x5nlJH7OU0dF3nnZrO6Jkdkwxk7G4fK3dZkupx7Otuo7qx1whYk7Sr00ZNR+qfr3e3d9K6fhmVPYGEdT437HzDSKIUweryYnWZm5116kUKJqhd+SIH2av5eOHXOfzAfc0ujmm+/Km9+cH5h3K15Qa6Cxei//d644tMCCEmoFGP1HbbYcvzeO2pNUwACmwt0LhqbN+dmh92LIPWajRNHxrq1trnpNPmojW0cRasZNfIOVfxuLz+1Iar9dYP9Vg09w1SG9EAq2m3srahd9wGZbWOMfV4OtaYGlFXe9fw3KkImq7j0bShzJUAS7eMTNoRLcZo6XNS6Oqm0rLOuEHXGRgc+TrR9kmvwzM0VzEhrwtb3cf017zDpubke6NGNadP04xjN4WHFrk6mWbdYQQyMPoxvq0bwjNcxjLGqR5r6nvY0NSXcqbVaQM7RtzW5/Bgd/vw+DUcHh+bmo1exnxPSG/jtheTev7adis9DjddUbKBumMkeemNsgxEpFyfIzyYTWH/bW0NP94K3H3gDwRgjpEZbt+v7eL92tFlvk0XCdAyzO3xkP/+/9Ki5nLq1T8wuzimu+X0/bnylEP54sDtuH0aPHM1uLN/LLAQQqQiz2Ol1L4n+p02I9HBho0beKsmtaQHKjjnJ9l5G9HGyQWH6lnbqO2wsbG5n9b+QYLXu90+/3Bv1SjH2b25rYO3azoZ9PiNHpeQxtSI4KVjy/DfW55HEf3Ke077BuhvTLoMwd4KHYyr5Dvfgq3JNTJTbjuPsrEdmcAAhgOhVIO84sHAsaR56YoRNLUPDLJq98jEE1WWtRS5uobqsasruaF1a+p7aI6RjXKE2iVDw07bB8KDvY3N0Ycd1nZYeW1z24jewIRqXo6bvCRaNkgV/FwEG+6BCylFg6NsqGd46FxwKG2qh56KErV+sKs7bK6WUoCjh9ldq0Zsm0i84nQkG8xHMbdj+agT0tRFrLs2zRqyrlyW5kSQAC3DPnzxIQ7QGhk48UeUFJeYXRzTKaW464JDOO7oY7nR+S00y0546ZasHQMshBCjMafrQyr6t8XdJlojUdP0sMboR7strG3oxWKPttCwTp7XQaGrO8o6Z0ajQ/M42djcR3+MK9TBq++hr7mtzcob2zoCPQgqcNvAiEY1YKQsb1k//L8zfE2lt7d3hg2zjBp8dY+8oh9NgXUPWvPapLaNym0NT92u+Y3yJ9s7qPmheV3iFPREf2+j2d5upS9iyGDwPXG4Ez/HoMeP36+xoGXp8HA4t924ABqDxe6OaJMqwrqLUgrKIxq3PXVD5/NOqyvpuUKNUZcUUEPrZSU9vDCY8EPXhueSRfF2ROIIiDL8NjDUsTjanDhnEmuHxelxylhI4Egm62PsVw+bVumNE3h31Rrz2gIiLzTM6vqI/I4N0Z9f1ym37gI99XmpxndQyPtUuxQsu6NuG/m5GmHoODfWk8y2xCESoGVQq6WPQ7f/mT0FizjsnOvMLk7WyMlR/PaLR5J/0Fnc673auCKy4jdmF0sIIZIS2XzVNB093lXY5rVGw3XoCWI3gD/Y1c3SLe102Vw4Bwfp7+2kfWAwZgKLOZ3LqexeCw0fGEOAIuT6Xfg0ncbe1BKWBOujK4VP0xn0+tnYFCO5Ql/D8N/28IZv5H6Z2TucGa+m3Rp7jlwMTSkucKt0naYeJ3uiBQDB4YI9Ixt4URO89O0xevDcI+e/7Oi0jyrLX123fUSyjKChw6RxdVhjONRbNR2sb4wMFhI3/3d3x+ohSz50CJ2jE3yfa9avYO2bTwHQ3OekpsOKy2c0gEO3L7MlHqLbYHEMBbq61zXcI+1xjghEOq0u3I4+o8HevZPE4gWh4ftARazHhrXdmC8Z+pmOwu3z43YOJOyhsbmN+U5K81LkjLOWXDI9PfXLozxMp7XfGff4LBrsDLt44fZpvFUzMogd0rkVGj/C69fosrpYsrkt7DuqwNNHXoze7hJnC9OsO5k2kMz7FG7EMFvvYFi2TTASNNndvpifq2Hhx8D2dqvxfH5z554FSYCWQauf/Q3zlYWSC++FHNnVofJzc3jwK8fyybwreUE7HVb8GmpeMbtYQggRkzswpKgvojfqtc1trIuVoh2gvynqRPRojeHgYrWr63rYtHKZMcQosoEYhdPrw+uJfcW4uLd2uIEXnGMTi+4PCfZSHOIYoxEZ61ki55ol4gjM2YvXVO13esJ6BHudnhgJKGLXze3zG0NRYy72G659YDBhoo14og11HCqdtdVI8hDntSPt7ojfw+OKmPsY1nsUfA91zTh2MQKqea1vgd9Hjt9oiIf2OGiBxzg9w/cHBXsyukPmJE0fGO61dESZq6ihs6srpOe1eTUV/dvI8zqM+ZMRgcj2DR9StzLQY2VtodfhoTskYPBpeljQXei2wJbn6bG7h8o+ov7DN4T/G+xZSnBsbGkdoOb9/4TdFgy6nR4//sDrfLS7h/dru5jZu4nK3g0xpn0Y21oHvVQ39iY972x1XQ+vbmqjfcAVc8hsoaubyp5qplkTZ3m0ubzs6rINBeTLtrSzut5YbsJiC//+8cdItqMCPWc5o+hBS8a6Pb2pzR/zDg4vjl671Di+soBEDRny0bZ6zu5+ksaKzzD7qPPMLk5WKinI4/HrP81j07/NJv0g/C/eAh1bzS6WEEJENej1hzVKQ5ttUYf/JcvriprGPj+wzlahu9focdA1CvuHr9qHvn5NW/xAJ8djh4Fm45++PSPuD80ut6D1DeZ2LA9PIw94/NpQ8oCxKrPVkeexMrvzA5p7jav7odkeIXoQFmyYhvbMaZb6oeQBXr/Gip3drG/sSyqwjWvPStj1Nk6Pn8YeR9ygMC8wN3C0Q9eM8urQvM4IQlIS/qpWm53y+mWx50COeMSwIldIz1Tzx0bvb38T0we2k6N7oX4589rfHfE4vx57WGe+ZVvc4WwLWpayoGVpxPg6jDlxQy8Q7NWI/p6W2RtwBYd1Onupt9hp7HUO1bPB4ghLrz+zdyN9Dg8NPY7hz26snu2Qcm1o6gsJYCP2ot834jZ/jAsWjT2OEb3Huf5AABVnSYsOq1HWgcHkenlCe7WCgWiwRzA4Fy0n0JOc60vcO11vcTAw6MUbuKCQ57VRaakG3fj8hs59bOx18k6UoaRBpY7wHrYeu5tXNrbGHI49UsS+dVig5hWU5hkZdCdQFvpZ8XspdHUbx2SMJRDGgwRoGeD2+Wl4+ZfMUHbmXv5rs4uT1WaUFvD3G0/hp4U/pNdXiPfpK8HRk/iBQghhgrGkTw+yu73hjdnaJbBnZcxhklWWj5k+sJ2ZPRuw2mMnb0i48GycRsuOVsvIOU9RApyoQwWjyPF7Yr5euXUX0wdqmd21inyvjU6bi7puOw0Wx8hFhKNQmtE47bK62N3SxYY172Db+BI+j5tPAsMw+xxu5rUso8QZPd05HVvwNK5hY3NfwpT629oG6La7425XZTGy9uXogYaz7o+50HM0XTaXMa+pv5EZfcaQrURTwYKp0IeSgwQEE3Ekm9wi9HUqe9ZR4A0c44Hye9wh9XBFD9C3tw2ErY3mD5lXnmvvpNwafzggQI42HHTYXL7wFPPRDiVbZ1gQGq9R7vOPvM8XOL69Po1XNoamsw/fNlcbDhiae53gCXwGQ4f2gpGYJF72Rs1LcfvaoYCo1+HB49PQk5rzN/b8pSN3T4IgJolyzejbQpGrkxJnG9b+3qHetARPHPXWYAKRbpsbOmuSHKpq2Nlpo7m2mgG7gwJPkhlCQ+qXo3mMgCygeDAw1NTE9qgEaBnw7Lsfc5nnVTr2uYjCvY8xuzhZb35FMX+46XzuVP8PzdaB59mvZs0YYCGEGIuPdlvCFgsGWFPfG2jMGg2k1n4nOBLNl4BiV+fQoquJRMvUNoLmo9iyBXSdGU1vjBg2Fe05cn0Oo6cgHr+Pee1vDydJ0XWKXMNX0oMZ1EIThgSzRoYFqQmugq+u76G2wwgY7G4fjV09IT2Z0QM9XQ8kYenegd3Shk/T6egdoCDQWznTUs2c9vfDGmtDPQ5a7HoPzVMKFHlW9xpcW17ltfX1tHSFN/KSTSASs1He3wzOXnodHpTmCZvXl6zIZw5P3hK+3+u6Ewfl3oghmi19w0HdoNePQqPP6RleOD2BYGbI/EBje+jZQ4+JPSMT8fREDDOd1rt56O/8GA13i8MTeP+j7+8CT0QvSsScxYFB73BPlTX2umXt9TX4+lootw0/fndXaC9agnlxCZbWcHn9bGzuw+mNvo8zua7XjL5NzOlcEf3O7p1DiXUih4eHGurF13VjEe+OwHsXp0cxaHu7laZeR9RAPBl53uELX06vj1JH86ieJ50kQEuztv5Bilf9jnylMffSe80uzoRx4OxyvnfD1dyt3UxB8yrcy35sdpGEECIun18La2z7NZ2aNmvYfKJuuztmCvGg4HpBSWeqA1Aq5ezQzihrrtnbakc2QAPKLJvI0Txh7fW5Hcthz4dD//fY3UONrtZ+Jw0We0j2O+MqdLzFdoOCPWcqyZ6CXN+gkdggVIL9oek6jb3OqOuDBRv6xa5O8vzhQ72UHj+oGFEOoMDTz9a2Aea1v0PH2hfC7vtgpxGM5/jdQ0P//JqO2x/+/vg1HZvLi0/TwgPX5o/Rd79LXbd9xDBUgH5n4oa4x6+R63OQ43clDBijvUai+7whDeW2kOG/Sa+ZFjC7ayUw/NYWxjhWgwYigpDQhneOFjs4mNUd0vMVp75ltoYRty3f0cXqusQ9Lds7BuiPWF8u+JE3AsQEB3DUeazDLM278Gk63dbRzYXM0bw4O6L3Wg3NFU3iO0cPuYAzo3eTEWgFEnkkMzQz1xHy+bS24d/yQvh6bEEjkrSkZ5XE7W3DQfO2dmv0RbvHgQRoafa3l97gcvUeg0dfDzP2Nbs4E8oxC2fwuWu+y+P+Cyhc/zc8a58wu0hCCBHT6voe3tw2PLysvttO186PqX//iaHbpvfXAMMBCB4HFf3R59rWtieX0dDl9Yc1IvUkWk12t5eVuy1hWRATNcwLHG2U2+poiBzW6BxujDb0OIbWGGofcNFgcbBiZ3hvYKIAJ1RoXcrrlpDnNfZJ+HwqxayuVVT2VA/doul6WE9PtMBhQ1NfjGQhCcoU8lx2t4/1jX14NY2SwFX2cttwQzFWz2XoELpgL+i89neotAwvUfBubXeg7IGlDzSN92q72NjcPyKrZLyGbnDeU77XSomjhQUtS6P2Hs3tiD6fLFJRb2qLlMOol8+LmokUYFNg/lhF/1Zq2sLrUuwcznDZ6/DEzHgaL9AEwo6nWMrsIwO0oG1tA9ii9FJZ7O5AwhIVKMdwb6WOsQbdrO415AeO9Zy6d4a+N0L5/NpQD+Tqup4RPd6FHYnLHynPax+Ka4rc3TRsWmks4hzBnuRyCQtaljJzz3CSjRJnCy6vH78nfmBevad3KCnMrk4b1cHMpLYOXF6NgpAALXRIqMevjRh2rXS/Ua/gvEfdT0XfVlScAD1U6HdQ+8Ag6/YksaRCBkiAlkYf7bZwQv1f8eeVUH6u9ACNxumLZlH1hV/zoXYEOcu+h7shduYqIYQYX/EbeH5dp8zeENZ4DjboNrf001u3Hna8HvPxoQ2u0EZnJK9fA1uUdNxhreLwsvo0nVzNHXYFP5nALpqdnTZe39JuDLULCJ07NpahVJ0hV/91XR8aahQ5lC1XM7YLJrXoGHCPKs19PAOBfeUIqU+X1YWOjt3lGzH3azSK3OHBrN3tG2qog5FhD4xMlKHivXPBDI25mpsZfUbGzjJ7Q9IN1BFCEnxUR6T0jxV8j4zPkovY5nYsj3HP8OOdXj/Vjb1DZZnZG96z1N4/MhhI7ViPvW2uf7g3xadp9Ds9FA12MqdjBYNe/8g08BjzNht7nUPPW+poZGbPBorc3TGzMYYGgu0Dg2xtaA3vAQ8JNlXremM9vxCaHn3pj8i1wSKHJRr7yfgclSexFEIytrYNsLUteoCVDB0ocUSfS7qr04bF7qbQ1Y3SvLT2D1LZs545nSuoshhrJpY4Wyl1NDJ9oDbha8UaHmoGCdDSxOfXeO6lFzg/dx3qlO9AaZXZRZqwLj52H3rOf5gWrRLXk1fj7m0yu0hCCEGBdyA805muJ7c2UYCnI7wnotDdS4G7d+gpprV+QLGzlUpL9YhGZyirywtuW8oB1vSB7eS6jEatputDOUAKog0fisPq8hoBWfPHQ7dpYcMzR78Mb6zej1ChDbxgb2TkvtD1+EkjQu9z+zTyvbYRPQdOj38ocUGkbrs7+qLbEDdjYbGjNW7yjshlB0ITZwyVy+sbCkZLHSPPj84oPaMlzlbmt70ddx5dNIkarNMGkltkfDxpIcdC6JykQnf42mnRAjkg6TnwdV12dr/3BJU91eT5YifvCRpKPBHxdyKt/YO4esMDlAWtw71ULfUje9s2NPWxvd06IijvTOLzBZDv6Y859DlI1/Wkgy27y2dkwIwhz2uLm3W1wBt9/mDwwlCVZS0F3oGwC0WFbuO7LidwzMfqQdV1fehCSaJsuONJArQ0eWr1Hq62PY67sIr8k28zuzgT3qUnHc620x4m1z9I18OX4nWmJ7WzEEKMRZ7PwezOD43U4K3LmNE3nISgzxG/Yddtcw8lPwg+1uYKMgAAIABJREFU16zu1UMBWq67n5m9G8MSakTTPmDMG8oZxXo95a3G/LFNzf3UBIKB0DWpQtkiEjoEe3OA6HNCAoJJQHI0DzN6PhlqII2HYmdb3AApKHReiTOwDldo/YJa+pwj0oGHv15rWENWR7Gg9Y0R2y1oWUqJo4WZfRup7FmXsDcrXhBX02alqddJocsSdf5bPKG9c0GxytJhdVHTZo2bvTJWw3l0YgfUCTOUhoi1ZeTwxFgZQwe9PnZ32YyMjXHYI7OeMjynLJpo+34sSu17mNf6Jn1OY1hnZO+Y0+tnbvvysNuSHao4YnHuAG8g4dGgx8eOThsqiQQeYATH8fbnnM4PWNAaGF0QZyRAynR/zO+3naFDKbOQBGhp0OvwsOGdZzghp5aCc/4HCkrNLtKkcOE5Z7H6uD8w172Hur98AV+CMcxCCJFpOZqXfO/wVdbQNO6Jen/cPn/KSRJi2do2wKaG5K/Ch7K6vDHXZwoV2SsVHDIEjBguZHMbwWmhpycsA1rJYBtFoxwK6Ikx/KvKEn2uzZzOFczs/SSpoUwdVhf1lvi9HoMRSVWiZaCbZt094rZYgsMNIXYdgoKZ/kKPNQifN5hM8pVIwR6PkpCet/ltb0fdNhi4un2pDx1NplltLMWQmcWKUytJuG1tVvoHvXTaEidQieT0+MKWGEgnS8Q6gRX928gJDDFt6nVijRJ8DS37EEeZPfwCxKzuNVEDtNBgpqVvELvbl/pi07qfwihz3IJy/BFzRHtjz/kzni/+3TkxAsh8Tz87AmtaRn7OIwUzvI43CdDS4I9vbuN2/Sk8FQegjr3W7OJMKude/BU+OuxnLB7cwMa/fAW/P9Nf5kIIEUeqqRNNeOpClyXmFXAgbLHt0Yp8/sZA8pHgsKJ0sAR6BEoihvFFDlWLlOsbZDQN88gelsh5Xx1WF30RGRKTGdoWTWivW47fzayuj8IWyy3w9JHvGQhLQAJRMn2OMhtHgSfxUC63N7j0QerPHy+detC89nei9jamU2T6/1Q1RVn3Lxi0xRpiHLkAdcpivKW9jiSTXKT4hkUbypgosU8w0U204z/Wfil0dTOz55PYaxMGFAd6hYP1GIwYZpso2UsycnQfJYF5vvEuQFT0bwvP8DmOJEAbo5o2K9r6JzlQtVFw3s8hN9/sIk06p3/5DtbsdxvH297hvQe+ObRejhBCjLecKA2XUntj3PkTydLGeOW9smc9C1qWUmX5OOY2PfZRJooYg2j7LHk6M/q2pPSIXM1Dni31dYySKWeieX8x56XFUWbfQ4Gnb0SPWDDFfKjQIWolzpaU5w9W9NcYx2sSHIEetNEmk0ksuefN9TlSOobSeQ0lWq/U1rYBrHGyaEabA5iSMZbfEhHIjeiVyrBYGUarLGspTjB8G/ShAM7m9tHr8Axd/AkKBpTx5pgmIxhc1iXoSTeLBGhjoOs6971SzZ35z+Pb6zOw+EKzizRpfebae9m24Muc2/ccLzx4V8rDDoQQIh2ipciv6N86NO9qNHR0qht7ozYGU5EXI0V5qGSGNib7WsnO30imXOlU4OkbkfUxuyX/nrT0xZ8XlYixb6Iv85CtZneuSukYStcxHs/Orvi9ZGNpo3jTPERyXvs7KT9mNMNn021npy3qMORggpXIpSeiyYZ6jJYEaGOwdEs7x7Y8RRUD5J137+gX/hCJKcVhNz5M0+yzuKLnIR558HdxJy4LIcR4ipZtbzKLt+hvOpWFrX+WJhmf95Sa0MWUJ6vCJObxRA7nDEpmHlW22do2+uQp27Igk2A6lpAYjaIoiXpiSWYY7fSB4QyXkUMrQ+fKZiMJ0EZp0OPn4SUfcUv+UvRDLoG9P2V2kSa/nFwW3vxveiuP5pu9v+H3f30g6THZQgghBMCM3s2JNxpHiYd9GcayvlykeJkpMyFRynaIvwi0mBpCs+ImI/N9peaRAG2UHl5Rx1XOf1OofKhz7ja7OFNHfjFVN7/M4IzF/GDgXu79y8M09YxtyIcQQoxVqaNpSvSETAYlg7EXAc9mXpl/PWaJkl+IiWWs89CymQRoo9DS5+StFR9wZd775HzqRqg8wOwiTS3FFUy/+TX0Gftxr+te7nnwcba2pnMtFiGESN3M3g1mF0FMYoMy93rMVJYNbxUiFgnQRuG+ZbV8P/ffqIISOP0HZhdnaiqtpPjGJeRNn8+f/b/knkee5u2a1BbsFEKIdEr3QrRChOpI0xp6QojsJwFailbX9WDZ+h5nq/XknHInlFaZXaSpq3wOBV9bQvG0Sh7P/RW/f+pFHly+O+U1QIQQQgghhMgWEqClwOfX+MWrm7m36En0aXvBZ241u0hi+l7kXv8a5WVl/Kf4N7z85jvc8dxGScMvhBBCCCEmJAnQUvDMumaOtbzCQfoe1Hn3QkGJ2UUSADP3Q133GuUlRbxS+it2b/qIKx5ZTacMBxFCCCGEEBOMBGhJstjdPPpGNT8seB5931Pg0EvNLpIIVXUQ6oZlFJdO4+WyX1PUtZGLH1jJhqbEqX2FEEIIIYTIFhKgJenXr9dys/9ZynCgzv+NLEqdjWbuDzcsI79sJv8uvI/j1A6ueGQ1T6xqkHlpQgghhBBiQpAALQlrG3rZsuEjrsl9F3X812Du4WYXScRSsRBueJ3caXP5q/ZLvr53K/e8VsPtz27E7pb1T4QQQgghRHaTAC0Br1/jJy9t5r6iJ1HF0+DMu8wukkhk2ny4fhmqYiHft/yEvx7fydLNbVzywEp2dkoabCGEEEIIkb0kQEvg8ZUNHNWzlGP1bahz7oGSmWYXSSSjfA5cvxQ1+xAu3PZ93jq9kYFBL5c8sIqXPmkxu3RCCCGEEEJEJQFaHK39gzz5zjruKXwG9jkZjrnW7CKJVJRWwnVLYP8zOHDNj1l+QjVHzJ/Gnc9t4rv/kSGPQgghhBAi+0iAFoOu6/z4xS38KOdflOCGz/8JcmR3TTiFZXDVs3DkFZSt+jXP7v0Cd5y1Py9/0srn//whW1oGzC6hEEIIIYQQQyTiiOH59S3k7H6bz6tVqNO+D7MWmV0kMVp5BXDpw3DSt8mpfow7+u/jma8dg9uncdlDq3jsw3o0TbI8CiGEEEII80mAFkWX1cXvlmzgt0VPoFcdDKfcYXaRxFjl5MBn74XP/hJqXuGED67n9RsXc8bBs7l36XZueGIdFrvb7FIKIYQQQogpTgK0CLqu85OXt3Kn9k9mad2oi+6HvEKziyXS5aTb4Ev/hPbNVDx9Po9+tpBfXHIYq+t7OP9PH7JiZ7fZJRRCCCGEEFOYBGgRlm5pR6tdxpU576JO/g7sc6LZRRLpdtilcMMy0Lyox8/nqzO38+ptJzOjJJ/rHl/LXS9twSEJRISYtJRSpymlXlVKtSqldKXU9WaXSQghhAiSAC1EW/8gf3jxQ35f+Df0OUfImmeT2YJj4eb3oOogeOZKFtf8hde+dSI3nbIf/17bxAV//pDqPb1ml1IIkRllwFbgO8CgyWURIivk5iiziyCECJAALcCv6dzxzCfcrT9EeY4HdfljRnIJMXlNmw83vA5HXwMf/Jai/1zBT86ay7M3fwa/pvOlR1Zz3+vbcfv8ZpdUCJFGuq4v03X9f3Rdfx7QzC7PVHNAVZnZRZhSDpyV3P6uKpXpHEJkCwnQAh54bzcHtzzH6eoTcj77C5i92OwiifGQXwyXPAAX3Q97VsIjp3FCfj1v3HEaV35qbx5ZUc/n/7xSetOEECJNZpTKxc/xVFyQa3YRRmV2eZHZRRDCNBKgAev29PLhe0u4O/8pOOiz8OmbzS6SGE9KwXHXw9feNP5+/DzK1vyR+y49jH/c8CmcHj9ffHg1d720BavLa3ZphRDjSCn1daVUtVKqenDQZXZxhEhZYV5yAZq7Yv8MlyQ1C2eWmF2EKWne9OHAWCHDXs0y5QO0PoeHX/z7HR4pvJ+cir3hskeNRrqYehYcC7eshMMvg/fvhSc+z5lzXLx152nceMp+PLO2iXN+v4LXt7Sj67JumhBTga7rj+q6fryu68cXF4/fFf3+isPG7bXG0+K508wugojBVTk5jzkxegV5mQsTqsoKmSO9pDFN6QDN49P49pOr+YX711Tkusm5+hkonmF2sYSZiqbD5Y/BFx6Fji3w0MmUbnny/7N33/Ft3fe9/19fbIIAwb0pUZK1h2VbHvKUndiJE2fUTesmuRm9tzNp2vya7vtrk66k9zZtmq40SdusNrtp7KR1HGd4S44lW7Y1LGsP7r2xz/3jgCAIgksiCZB8Px8PPAAenAN8zxfn8Hw/57v4wzdu5dvvv4XKgJdf/ffn+cUvHuRc90i+Uysiq9xoUT0J5/SFnN6y3UuYmpntWVtOwOu67O2TjsVvGrmusnjRvyOfrm4snbKsMuClsthDU1nh1FgVuZdns8yVprzYDSzsADKhIvsz60uLaCgrWrDPXUhL8b9mNqs2QLMsiw8/+DJvuvTXXG1O47z/01C9Nd/JkkJx9QPwK09C3dXw3Q/CF9/MLn8fD/3aLfzBG7bwzOke7vnEE3zsv48zpGaPIjIPMXfuWqSWxjfO+7P6Kq4h5gpOv8IcylU95dfO81vNFdfwZTajAuipuH7Wbca/s790O3FX4Q00sraAm+Q5i0IAuJ1Ti31up6G5MoC3gIKiYHD11rTms/Y8+wZKfaiIzTVBdtSH5vwZndW3kHRMP+DMuspiNlYH8DgdOIxh2yLUqo8W1V/R9r3lu+kr27lAqbk8qzZA+9zT56h6/m95wPUY3PZbsO3N+U6SFJrydfCe78B9fwMtL8Cnbsa1/5P80s1NPPZb+3jz7no+/cQZ7vz4Y3z1JxdIJNXsUWQ5MMYEjDG7jTG7sa+Da1J/r1ns7+6p2INlZi4IG8ys6wC01t8z6zoLfifYG6Kz+mZGipsYKV5DR80dDAWvmnGTMV/NlGVVGU2bLOMgXFSdc9sS30SBMeEsoqXhXkYCzXTU3nGZO5DbYve18c2xH9hcOebZFWPXjl3svv2tM67j81x+7eZC2HzNHekmb8Gr35LXtExnILSNUX/DjOtcaU3kbdftuqLtL4fbYdiztnxKE2RjDEGfO2dgP52Yp5SEw53+eziwLv26xOvC5XAQKpr4v+T3umhcv2PK58z3GM/UV371tO/NfV/yGyKtygDtxyc6ufi9v+Y33d/E2vVzmu9MpmcM7Pl5eP8BWL8PfvAR+NReqjuf5uM/czUP/dotNFcU83vfepk3/d1T/PhEp/qniRS+PcALqUcR8Mep13+y2F+cK2Das7Z80t/VQS+j/kYGQjO36rAcbrbWlUxpltdTcR2lqWZEUc/kZvvttXdN+Zy4e6I2Klfhc6S4Kf16oHEfdbX1YJyUbbyJuDvAYGgzLQ1vyJnGjprb6a24hv7SHbDp9TnXibtyNytMGhdlfg+7GkpT+1ICZuZiy+4cTfjmoqbEvuPvdsy9WFTk8zFYsin9d0kqz8drSNdVFLO23M+uxlI2106u5RwpXntZ6Ry347pb57W+0+HAVWIHwRurc9Q+bnodMPch+RdDsGEzTdtvZs+uXemRPmdqEuvPEVBWLOIIoS2Nb2Q4uI6+8snNhrPP04DXNeWcng+va37br68M5Gy6mm2utc7jNysyA6v5yjynx1/vaizlqpogVC3OKOmj/gZaGu6lpeHenP8nNt/xAHvWlhP0zfVGRH5nYFl1Adpz53p55N8/wYddXyS+6Q2Yt/wDzOMfsqxSoUZ4+1fgHd8AKwn/dj985R3s8nbwjV/Zy9++/RoGwzF+/nPPcf+nnuHJk10K1EQKlGVZj1mWZXI83nuln52rUFOeUWhM5qoZ2/wGOmpuB8BpDC6nAWMYDs48ql5dqIhNNUEaSovSNQ8JZxHholo2VAWoaliH5ZgojDSV+VlfOxGwRd0h2uruJu6eCB6yC58A/WWT7+hf3VjK67bXsrWuhLUVqYJYjrvdCafP/mzjZCSwFrzTFBCn+V85EmjG63LicTnsZl8ZeVcV9NKYUVMR9dgFVNcc746Pbzvqb8BXWkv9Na/nqqpAOsjKNN5canw0xMzazbGiuvRrr8vJnuZK9m6sY8/acioCXqqCPjxOB66sPjzDATtA27O2nKYyP631dwNQmXGsBLyu9FDzboeD2pKJWkePc541cuN5XL2NUJGH4UDz5Pe99jGQa/8X05SmaJVXwZqb7NfGQVVgclO5zupbsFKFb1dGlrodhm11JTTMUHvVXXkDHTW301c2UbsyHFjHhqygtMTrmlKT5M9q/pnIaMKXeZ6OFdWm+2uNhDbRWn8PPu/EunMOIOfY5WZXQynlxZ5Za4U6avYBuc+ztrrX0tFwd/rv2lTz47pSP+x8m/0ANlXP0JQ6S1/51em+sZYx9FRcZzdpDDVC7dTaslx8GQOUDAY35lwn6p5oetlXvtsOzHIEZ77mGwgG595MM+YOYfJchltVkcmLF/v58uf+jj93/BPRNbfj+tnPgzO/VfqyzGy6B953AF7zR3D2CfjHmzAPfYA3Nyf50Yf28bH7d9IxEOZd//ITHvj0Afaf7sl3ikVkgYwXgmYawCDss2sp+ku3M1iyiYHQlnQhs7dsN3FPCU0NDZNrajz+dJCUPWpartqlDVV2/41NNRMFy6ZU/6eEw8O+TdWY7W+lfMvkZoDG6WFbRo3bWOgqks6ZC4y5+sU5HAaf24nb6WBb3URBtqvqZjqrb0n/nVl4yjZT46VgqgZiz56b0gGDJ6uJoM/tJJhRu2LNUrOWKRJYQ0mRi4HQFvrKd5NYezuOYDWl/ql50dJwL30V1wB2UJgtkcq/jdUB2HyvPQpwDiYjOB0OrCPumggkakp83LG1kcYb3jIR8AJel4NSv73/XreDxjI/W2tLWHPHu9PrlGYEVLn6LmXXoI6zzETeDTe/Luc6EW9FzuVAOqCcTmOZf1KzUWu64uZMv9uW+6i47q1s3PvmdG1kzFNKe+1rUp9p1whbxsG2+hB+jyv9LW11r53SrDTiqyLuDjJa3JheNlC6jVBVIzF3kMGSTayrKGZTbcmkgLom6GNLXQn7Nk00wx0qmdysN+opS9eK+txOWHMTu6+7BcvhnnSTZF3WJO0x9zRBT832OdVgpf9feCfOw7UVfmpLfBn9wAxxdzEDIbvmanv9xLpFbicVoRJu3Nhg13BXbsJRvZU9a8vZXDM5bZnBe+aNiVwsh5uOmtsZCqxn1N9IuKgW1t0Ojbn7mroyfitHqIF1FcVszPh+M01wmf075NJVdTOxkoka65n+9wyWbMK78y0knR6SDjc76kN5Gzxn1UQnB8/18p+f+0s+bv6JRN21eN75FXBN34lRZFouL9z2Ibj2PfDkX8Fz/wwvfR3Pte/m7bf8Ovdfu4+vP3eRv//xKd7+2QPsbirlf926jnt31M757q6IFB6308GmmiA+t5Mnhhso7T8K2IX4hpaHAYj4Kmmv3UciI7AKOjsBGCu2mw82NG+hKdnK4FiMPnfVjN/ZWX0z9a2Ppv+uC/ko83so83sgHVDYhZexolq7KSGA041l7AGMBks2UTL4KpGGG8DpJlTTTDcBEv5qSE5txpNw+nAmwsSdEwWTjurb8MQGZ7yrG/XawYBlnBgrQcI1t4JNdoFpQ1UAQk0Eiye2v2FdJWeTQdaU++kZjlJX6iNqZyt+j4tIaj+he9bvc3m8+N05ij+hRhi4lP5zU02QlowAYvyOvoUDQwLLOLFSTVZDRR7wZAXTJfUw2JraqbvoHzpNTWkxnaMuSEzO91CRm1BRDXQYmsr8XOwbnfT+eB4Ve10UB30Qnmgae+h8H9Y0BVi7pu4C+FKFcrc9al7myJ+WO2MkPW8J0AdAxFtJabIfp8NgNr6WtnOvEBg+x66GUvZcs479Aw24R1pyfm9tiY+WvjF71ysDvBCpo2ToJAB9ZTupHz5GZcCLv6aUE69cyvkZuDyAh1BFMQR9di1gApJOD11Ve7F8FgmriJi7xL55UlSGa6wPy+Em6fSybftunn/xUO7PTrn1qkrw19M52IojEaWiJAbFVbg6X520nsMYvG779/e6nDSXF9PfP/F+V/XNAJR3H0wvc6eq+Bzl66Hl5Zzf31V1MyWDJwgMn5s2jTsbQnhdTkajcRzGYGHR2h/G5844Gzfdw47gK9D2oh0gAueL1tLtmuj/GS6qpfTq+yjqf2Zis+3X4m6sHE8x1O2CyBB0vQKlubvkRryV9FZci9dp8PUcZae3k7M9I7TWv45rmwKs8RWz/3QPDpeH0PrrGOxNHcuBjH6mxmG3RkqpbNrE6QuXcIZ7qKlfS8XoWOq7KvBGetI15FOZSTeFttSW0NI/ylA4nnt1bwkOMzECd9K42VZTxCvtg4AdaG+sr+RMXztj/np8zTX4AjXAu6b5/sWzKgK0Hx/v4MWv/CF/7vgakTW3433nV6ZvaiEyV8WV8PqPwY2/Ak/8Xzj0OTj0Oby7HuBdt/wGP7PnTr5+8CL/+tRZPvCVF2goLeI9N6/lgevXpIeZFZFlxO2nxOeGolIisYzahVQhvrLYQwtgPMGcgc84R3E57HwbJUD2+GUelyPdGq2xrIhLfZB0eHEkI+xqLMU9w3DXI8VrSDqn3ngcKtnISPEaNlbYAaK1Zi+RgbZpCwDttXdhrBiVoSAMRQCIe0qIe0rY2zi5VixXP/6R4jUEhs+yb/saHswuv6+73W59kGG839tQcAPV4XP2jSxHVo1ZeSNb3XZQUZyqOYuNVx64HJCw9xO6WVvh53zP5ABnc02QYq+LvpEoxVeth/YeNq5p5IW+jJVqtsPAJcK+GnzhDkp8bm5cU8GzZ3vS+xr2VjFQuo2isXaqN26GjsSkWqxJgrUTAZrLy2v3bAPg4stt09/G3/HTWMeehr5jACR9pcDQ1PUyMj7oczIQsbi6sYyo5WM4HMfvcdExFGbM3wAbt0wEaOXrwOmhdqiY8OEj9kdlJmbjPYQvPogv3EkyNdDDltoSaF5DZXklRa/2pmttRmv3MBzZTfHweV4bamU0EudYqqALEHcX44wNk2i8gaEuH95oD85EhNHiNRh/ghpXO/jmeKN88xsgHoETduE66i0nWuyF4QjpzKzaAhf2c31zOdbWesyIG7ADtO7KG3N+bEXASzI1wFfS6YGNd0MygWvgEqVFI5zzbsLfsBYaytO1ak3lRTT66+g/M1OCDX6Pi1uvqqTUX0902x44+h/pdzurbyXmDoBxMhDahjs2jDcy+eaCsRJAqmmty4efcPq9dLPMdXdAaj2fxw0ZtfvXr6/m4YsTfxd7XFxVVQQZgWVO3mC6WWO2upCPc2HYXBukOujjvHcj5eF+Tg4YLIeLxqoK4hk3H65dU8bF3tGpH1S1GTqPZ+4tnk13caF3lKqSAIy+AkB35fU4E2Hu3r2B/mePcalvjLjTS0/FdWyJHKHVW5a+SQJ2X9LNtUEePJz5j8ea6He26R6SPf8Jw10AxDxBAl47neF4Av+1WYOLTBOkLoUVH6B95anjBB/5IB90HiC85X58b/sn1ZzJwipbC2/5B7jj92D/38OhL8Dhf8e37nbeff0v8M7/7w386NVe/uWpM3z0v1/hb35wkrde08ADe5rY1RjCaGJ0keVh/Fz1lpBIBULuBrvPlsFQX+bnReCq6kD6juy4jdUBRv0e+kajM37F2qvvpOvsS6mvs7+vp+Jaqrr245mlBj7ocxPJsbzE5+bWjXUz9lNxOxzExoNKY7CMh+ubyznZMUxl0MP+0z2T+kSlt3M6aK4oprzYQ0mRm8dOdE757sHMqUhSd9Ez63sq1l3NUM8Ig6EtULOD7aVdUJkafKP5VnB6wD11rjd/eRPro+cpKXLRnvG1VQEf+723pGseR/2NBH12IbEi4IWqtVBSQWLIQF9GaTVVMO1NtlJ/8buA3R+nscyPdcn+jXuqbgDgruvt5qONNRbmyDQ3fN3FsP1+SE6+m391UykHz/VSfN3PQff3J2+TdT1wVayD8xenDogx3mzOGwSGiLmDOAw0lGbUeg6F7WPGl3UbINTAjhBcvFhBe28f2YaC6/GFO+1ai4zpPitK/JDRrPTmDZV8/1i73b9w2/X4+85xneew/dsWlTHi91AycJxkoBq6h+iu2msn3Rg2VQWhtx08fjZWB4jGZxmQwV2Uqv2bSNB4Tlk5rqH2uWMoL/bQFg8Q8VVOWWfaJoQOJ2y9j1BNPyMXRgiVlYOnCBfwxp11do2iCVF//Vt44cLU/MtUkWreXOR1Q6rWdrBkMzFPiBvX2cH/vi01OM2bOP3jLxDLCG7GimopHrlg/1G1GXyl9rFUUgexMMRGwZ9jMJFQI3hL8JSvgYut6cVb6oLgtWtLnQ6TGnl6juWPYK39nIpKTSpvy9eUw8msY9bpYG1FMWtmmnaiepudzpOPTn0vo0koxknCVYzX5aRm43XUWEleidcyOBAnvvYNWG2T/8+O/4+7Y1MVnmQJx1rt97P7GU75SmNy16rnUWGlZgFF4gk+8c0f8aZjH2Kr8wLROz+C7/YP5r7dJ7IQSpvg3v8Dt/82PP8FOPg5+Pq7cQbruHvnz3D3mx/gSGIbn3v6HN96/hJffvYCm2uC/MyeRt64q466UGFO2CgiKWaiv4fl8NDS+EbefHU9515sxed24HE6uHdrHW6nSQdoN66rgLHNhAK13B6omnbwoC21JYRjCTyVpdSWr2VD2yBrK/xc7B0l6i23BzZwddq1CABFM4zalrrMjfdzC/lzD5OdeTks3/laXm6zC7/7Nlfj96T6mNXb6YLJg51kurppIi2v3VrDKxcSbBoehlATt5T5ePhIGxXFWTdGrcnb72gI8eixDrbXh6AkY1j+8YJhLmtvprxiA5x7aspbmXfV12+7HvxxOP/0xAreAAyNTNkO4DVbqolHAuCzawt3NYboa/HbfXASk9d1OMzUcoU3CCNd4HTbg5BljdzZUFqKx+GiAAAgAElEQVREw+7UaJndTOo/lMkAAa+bLbUl+D1Z/R6LUn3LqrdR5q7nRK+fgC8BGeXVbXUlOLbknr4AILrhHlp9A1Rm9Hs0BqLeCloa34gzPmYfN67cE6EXZabJ6YbKjRh/hR0ceQIMDXcyFFjHrkAAr2uESCoIqwp6JzX3zxxyfTY7GkIMh+M4HYarqgM8crQdO6csu2Dv8kLt7MPUWzveRng4kt5nsEdDzFRVXso9geCk/cxMd31NDUWBMs71jHAhVUvkcc69jFkb8vGW3ROjpm675c1YncfT+R3xVdHS8Hr2VA1A+YbJA9q5fTlvWgD2b1Gzberi8WO1ZjtcTJ0zcy0TN98KQ+1wMava0FMMDicDoc2TFu9ummVUSWPS55edOA/VJYYLvaNTWhilB4pJDZyyBdjSYM9nXOp30zcSIxxL0FxRnK5dL/V7oGYTtB4k6pl8I9zKCEr7yq6G8iHoPQOeid//ddtried56qQVGaCdbB/k21/8G35l5J/wuQ3Wz34dz+bZ54sRWRDFlXYftVs+CCe/D4c+Dwf+EZ75W3ZUb+Ovtv8Uf3zja3morYKvH7rEn/3Xcf7sv45zfXMZ9+2q557tNQrWRAqRwwXr7wR/OfeUJrGwMMawd0MFZQTB4ZwyyEdtyAehiQlPp6sxzxyG3ekw7GiwCy9XVQe42DtmD2ywcTec+gE03TRRQAdouA46jxMdroDwRARR5HFyx6Yqgr7Zm1Q3NTUT9gxRX1qULuSM87md3LmlmsAc5skq9rq4buMawG4a5AFes7Vm0ohsQDqIHC+MOR2G1++YIRjLxRgoroZQE/3hVH4UlcJYP9c3l3OQe3FH+tlYUgp+tz0IQjw882em9oFd96X7a7mdjkk1h1OG6V53R6q/VErdbrv/Wa7ajWzb3jJpdEpgcn+ysmYCrS9M3a6oFLa9FZwuqkqbeNM6IDwAGTWJfo9rUpO3bOurAridTprKp15vvC4n2xsqqXMVQzBjQIjNb4DERC1wU7mfhtKM7TP2uTLgpXs4gsfl4PU76tLNzkp87onCcHa/vVnkqgkZLNkEzrP2d29904zb15T42NkQmnSMG2MmBUqZirID4yxlxR7Kij3pAO26tWUw0pE78Gm4DloOccv2ZqySqce6u6QaSiYC6js2VdnNT/1X3szO43SkR3qlqAyXw0EimUgf43P7kABBn5sxU0NlIHW8O5yw/acIH87dF3FW23/KPm49fho8UL0zVdO/5Y1gHNyddKZHT81mjKE66JtSq5/WcC0by3ayw539v2fit9m5rh4qiu0a+4zWdb4CmLR9RQVosUSSr/zwJzQ+9Qf8tuMQ/ZXX4nvHP0PFhnwnTVYjh9Me1WvzvTDSA0e/BS9/A378UQL8Oe8I1vOOTffQfv0dfKv/Kr59tI8PP3SUDz90lM01QfZtqWLfpmr2NJfNa5JIEVlExXbfs8yCW3XQB5vvmbam4Upsrw+xra6EpAU4jF1wyeYphsY98Eon2VU8uUYmnM7GmumH0S6ZQ5A3nVxzWXmcDtbtvI2SssufLwqwaxXW3Mh1oTAOAwTuhESMerePWzfWcLTVNxFQeQNz73+e3Sxw/T6wLO5ylU4tMAayBnpxOGau+cvknJqvgVS/rGCRe6IvnjFTpyPIHoXaF7L7DrUcgt6zs361MYY1Ff4py3Y3lVIZ8NpBTOi+yce1xw9MbHPtmtyjRALcsK6c0ejE8TgesG2uDYKjxA7SAlXQ+gIkYtN+zmyi3nLYtnPqG0VlOL1BBv2buaapjMFwzK5VnKEf55Vy1e2Ai6NQnGPwn/J14A3iLZ7a3DKX+Zy7wEQNf8bANm++up7OoQg1GVM0EKxlw20/S09nK+6q3MPX5+QNUHLt23iNw7VwXTMczklBfbqskwocr3T8xJB/6vkVKnLTm3qdHjW1AMelWBEBmmVZPH78Ese/80nePvpl/M4Yw3f8CaW3/9qUjsYieVFcATf8ov0Y7rTbXb/6PXj5m9Qe+jzvc7h5X/019K7fw7PxzXyzy8u/PnWWTz9+hoDXxY3ryrmuuYw9a8vZ1RgqiLs7IpJhpiaHV8gYwzxaTs3KmSpcrSn3c7preOE+eK7W3gxj/VTUzG2up7kYn7sJSF/3y4s93LZx5lEy5yxVqJ77TFCXL+j3srux1C7sAzTfZhcgTzw8tw+Yx5QDuWQO9W8HZJfH7XQQKppIyw3ryhlKNU8EJgLbDXfZTUIXmtNF4033Q9/olEB00RSVpSf9zmmOwdllKV0L0eFJE0EbYyYHZyn+4iD+dZunLJ+V0z3XXmtpTeV+eodn7nu7lCqKPVx0GALewh6sbdkHaM+d6eLAg//EW/u+wD5HFz01e/H87N/jqZx9bgSRvAhUwzXvtB/xqN0v4sxjcGE/5S9+lnuTMe7FkGjYRlvxNp6LruV7nXV84pUqYrhwOw3b60Ncu6aMbfUlbKsr4arqwJSmVSKSP9euKUsPy71Uqku8DIZj9qiGM3A4DPftqsdhyE+AVlJvP/JsvE9dXWjhaz6v1KSRLIOpPnn+chjtnX6jcTU7ADOnvlhLye105O7H6A2mJ8qer6sbS+kfm772zekwkwPORXLXlurZBzpZbA4H1OaoSVwCr9temxp0ZKqZalnzwlXE7qYCS1MOyzJAi8aTPHr4NO1P/Ct39H+bDzha6SndSuy+T1Ox6TX5Tp7I3Lk8sOFO+wEQHYWWg3B+P86LB2hs/QGNY338FGAVexgMbea0axPPhpv40U8q+UqsnjF8uJ2Gq6qDbK0NsqE6wIaqYtZXBVhb4Z+2/baILJ6mmUYwWyTb6krYUBWYUw27cxGbeS0XoSL3tH2PCtL6O+e2ntMN9bsXNy0Forly8YOvuZhLP8+VbFm16lmzF159GK56bb5TMqNlE6AlkhaHL/Rw9Nkf4n3lW7wh+ThBM0ZnaDuR1/wJFbt+evIINyLLkcdvzxO07nb7b8uC/vPQ8jym9QVCrS9wbdujXBsZ5FedgBNGipto9TRzPNHIc6/W8N3DNZyzahjDh8NAY5mf9VXFrKu0h71tKvPTWF5EU5l/ymAAIrJ8GWPmXVC6cV0Fo9FpJnWV/HCngo7sPo0ahVrkyjkcufvyFpiCLZ1F40le7RjixLkL9B5/itClH7HP+gnXmX5iuOlZfx/Fd/0a1U178p1UkcVjDJQ1248d99vLkknoO2tP8th5nOLOY2zsPM7Ggf28ORmH1EBEYV8V3Z4GLlLLqx1VvHi2nP+MVdJuldNNiCR2c5OmsiIay/00ltlBW1O5n/qQj+oSHyW+BewMLCIFp7YAm/etehUb7Jt1BdAMVETyI28B2kMv2rPOxxJJYgmLsUiYcPcFnL2nKBo8S+nIaXbzKj/tuARAxPjoabiD0Wvvx7/9Xmoz508QWU0cDvsCXrEBtt43sTwehZ5T0PUK9J3F13uGxt6zNPa+yN5wGzhIB29J42TEU0mfs4KOkXIu9Ic4GwlwLBngGauYfgL0WwHCrhDeYDnBklJqQkXUlnipKfFRFfRSXuyhzO8hVOSmrNhDscepYE5E5EoZo+BMZJVb2gDt6b+Fs49DMk79mS5IxihjiHIzRJmZ3FF51F3CUOXV9K17J6FNt+Jtup76+czXILLauDz25JQ5JqgkOgJ956DvPAy14hhsIzjURnCwhTWDbVw/9BI4ByFX66hRSI46CLd7GLG8jFpexrAfA5aXdjyM4SVsfCSdRfZcIi4vltOLcXkxbi/G5cPh9uJw+3CmHri8ONze1LMP5/h6Hvu10+3D5fbicjnxOB24nAaXw+BwGJzG4Mx47XCQXmZSz7mWi4iIiBS6pQ3QIoP2CEQOFzsbguBwYxVtwRRXEQtU4i5rhIqNULkRv78CvwpUIgvDUww12+3HdGJjMNYPY31THo7wAP7YGEXREWLhYaJjwyQiIyQjIxAbxcR7ccZHcSXGcMZjuGIxHCzMiFYRy00EFzFcJHGQxJDEQQIHScsQx5DAgZV6Tk56bbAwWIzPi5v6n2LAYLCMwaSWZr8eX9uypwqdMOn/ksl4msPyjG2z0zNlezPx/eOyx8iyAJM9NxJwqOhmvh94MwAf/5mrNfG5iIjIMmKsHBf3aVc2pgs4v3jJmbdKoDvfiVgAK2E/VsI+wMrYj5WwD7Ay9mOl7EOxZVkLNKHU8mWMGQJO5Dsdy8xKOAeWkvJr/pRn86c8m5/NlmUtxTSIafOqQSu0C7Qx5qBlWct+lJCVsB8rYR9gZezHStgHWBn7sYL2oTnf6SgQJ5b777nUVsI5sJSUX/OnPJs/5dn8GGMOLvV3alx6ERERERGRAqEATUREREREpEAs9wDtM/lOwAJZCfuxEvYBVsZ+rIR9gJWxH9qHlUV5MX/Ks/lRfs2f8mz+lGfzs+T5Na9BQkRERERERGTxLPcaNBERERERkRVDAZqIiIiIiEiBKOgAzRjzPmPMWWNM2BhzyBhz2yzrv8MYc9gYM2qMaTfG/Jsxpnap0psjPbcbYx4yxrQYYyxjzHvnsM1OY8zjxpix1HZ/ZEx+Z+ye734YY/YZYx40xrSlfouXjDH/c4mSO12a5v1bZGy70RgzZIwZXsQkzjUtl3NMGWPMB40xrxhjIqnf5S+WILnTpedy9uF1xpj9qd+hO3V8bVqC5E6Xnt83xjxnjBk0xnQZY75jjNkxh+0K5vy+nH0oxHN7qcz3erQSzOUYSf1/+YgxpjV1XD9mjNmetU6ZMeZLxpiB1ONLxpjSrHUK5txYKMaYP0j9j/v7jGXKryzGmDpjzBdSx1jYGHPMGHNHxvvKswzGGKcx5k8z/h+dNcb8mTHGlbHOqs4zM0s5Yynzxxjz06ljOpJ6/qm57EPBBmjGmAeATwIfBa4BngEeNsasmWb9W4AvAV8AtgNvBbYB/74kCc4tABwBfgMYm21lY0wJ8CjQAVwP/Drw28BvLmIa52Je+wHcDLwMvA3YAXwK+Iwx5h2LlsLZzXcfADDGeICvAk8sUrrm63L246+A9wG/C2wF3kB+92e+58U64EHgSez/Ba8FioD/XsQ0zmYf8I/Yx/pdQBz4gTGmfLoNCvD83sc894HCPLcX3XyvRyvIPmY/Rn4H+BDwAezjuhN41BiTOanrl4FrgXuB16def2n8zQI8N66YMeYm4BeBl7LeUn5lSBV4nwYM8Ebsa9QHsPNlnPJsst8F3o+9D1uwr6XvB34/Y53VnmezlTOWJH+MMXuBr2HHIrtTz98wxtw46x5YllWQD+BZ4LNZy04CH5tm/d8Czmct+3lgON/7kkrLMPDeWdb5VWAQKMpY9v8DLaQGdMn3Yy77Mc12Xwf+I9/pn+8+AJ8APge8t1COpfnsB7AZiAFb853eK9iHtwEJwJmx7E7AAirzvQ+p9ARSaXzTDOsU9Pk9l32YZruCObcXMW/mdT1aqY/sYwS7UN0G/O+MdYqAIeCXU39vTZ2rt2Ssc2tq2ebU3wV9blxGPoWA09hB7WPA3yu/ps2rjwJPz/C+8mxqnnwX+ELWsi8A31We5cyvSeWMpcwf7ODs0az0/AD4ymzpLsgatFStxXXA97Pe+j72nbxcngbqjDFvSlVdVgI/R37vss/XXuBJy7Iyo/1HgHqgOS8pWjglQF++EzEfxpg3Avdh3xVZrt4CnAFeb4w5Y4w5Z+ymJNX5Ttg8HMQOMn8h1bQjCLwHeM6yrO78Ji0tiN0iYaZjvNDP77nsQy7L7tyej8u8Hq1U2cfIOqCWjLxJHd9PMJE3e7ELSM9kfM7TwEjWOoV8bszXZ4BvWpb1o6zlyq+p3go8a4z5mjGm09jdVH4to5mY8myqp4A7jTFbAIwx27BvBoyXd5VnM1vK/NnL1GvHI8zh2lGQARpQCTixqw0zdWBn6hSWZe0H3o5dfRgFurCj5PcsXjIXXC2593n8vWXJGHMf8BqW0bwbxpg64LPAuyzLGsp3eq7AemAt9s2K9wLvwm4S8R1jTKGe/5NYlnUOuBv4YyACDAA7sYPnQvFJ4DCwf4Z1Cv38nss+TLIcz+3LMO/r0QqWfYyM7/9MeVMLdFmpW8cAqdedWesU8rkxZ8aYXwSuAv4wx9vKr6nWYzfBPwO8DvsY+wvsJnugPMvl/2A3tTtmjIkBR7Fr1P4x9b7ybGZLmT/TrTNr/hV6AS17kjaTY5n9hn0H4W+BP8W+2/l67Az49GImcBHk2udcy5eFVN/ALwO/blnWT/Kdnnn4N+BTlmUdyHdCrpAD8GIHmk9YlvUkdpB2A3ab6YJn7IF+/gX4Inaa92E3Rfh6IQSZxpi/xm768NOWZSVmWb0gz+957sP4Nsv13L5cc74erUSzHCOz5U2ufJptnYI4N+bDGLMZu8neOy3Lis6wqvJrggN43rKs37cs6wXLsj6HXZZ7f9Z6yrMJDwDvBt6B3S/q3cD7jDH/K2s95dnMlip/LuvakffCzTS6sdu5Z0eY1UyNRMf9PvATy7L+0rKslyzLegT7rsy7jDFNi5fUBdVO7n2G6fe7YBljbgUeBv7IsqxP5Ts983QX8GFjTNwYE8cOEIpTf/9SntM2H21A3LKsVzOWncTu7L9cBjh4PzBiWdbvpC7gTwD/A7iDPDcxM8Z8Arvm/i7Lss7MsnpBnt/z3IfxbZbzuT1fl3M9WlFmOEbaU88z5U07UJ05slnqdVXWOgV3blyGvdg1rkcyrh13YBee40BPaj3l14Q24FjWsuNMXJ90jE31l8DHLcv6qmVZL1uW9SXgr5kYJER5NrOlzJ/p1pk1/woyQEvdeTqE3awp091Mbg+ayY99Ec00/nfBDwmash+4zRjjy1h2N9AKnMtLii6TMeZ27ALcH1uW9Tf5Ts9l2Ik94s7444+wRwLaDXwjj+mar6cBlzFmQ8ay9YALOJ+fJM3bTOd23v6HGWM+iX0H8y7Lsl6ZwyYFd35fxj6shHN7Xi7zerRizHKMnMUugNydsb4PuI2JvNmPPbjI3ozt9gLFWesU1Llxmb7N1GvHQeyRgHcDr6L8yvY09mBWmTYxcX3SMTbVdNfE8euh8mxmS5k/+7nca0e+R1eZ7oFdhRsFfgF7NJVPYnfYW5t6/4vAFzPWfy/2QAK/il0AvQV4DjiUx30IMPFPehS7kL8bWJN6/2PADzPWD2EfNF/FHsL6fuwRYj6U599ivvuxD7sj5V9i3zkYf1Qtl33Isf17KYBRHC/jt3BgFy4fxx4e/JrU6wOAY5nsw11AEvgwsBG7Scf3gAtAcZ724R9S5+ZdWcd4IGOdgj6/L3MfCu7cXqK8mvF6tFIfczxGfje1zv2p4/qr2AWUYMY6D2NPz3ATdiHnZeA7Ge8X1LmxwHn4GKlRHJVfOfPneuyy2//G7rv3M9j9jN+vPJs2zz4PXMKelqAZ+CnscRf+SnmWTvts5YwlyR/sVj5x7NrNLannGHDjrPuQ70ycJYPfhx2FRrALmbdnvPcY8FjW+h/A7iw5il1t/mWgMY/p34fdzjT78fnU+58HzmVtsxN7JJlwah8+TJ6HM53vfqT+zrX+uXyk/3J/i6zt30thBGiXc0zVYdf6DWF3cP13oGaZ7cPPAc9jF4q7gO8A2/K4D7nSbwEfyVinoM/vy9mHQjy3lzC/pr0erdTHHI8RA3wkdTyHsW8A7cj6nHLsfr2Dqce/AaVZ6xTMubHAefgYkwM05dfUPHoj8GJqX17FHjnZZLyvPJu8H0Hgb7BrGcewB1j5KOBTnqXTvW+a/12fX+r8wZ4q6BXsm3zHgfvnsg/j4/SLiIiIiIhInhVkHzQREREREZHVSAGaiIiIiIhIgVCAJiIiIiIiUiAUoImIiIiIiBQIBWgiIiIiIiIFQgGaiIiIiIhIgVCAJiIiIiIiUiAUoImIiIiIiBQIBWgiIiIiIiIFQgGaiIiIiIhIgVCAJiIiIiIiUiAUoMmqZIx5qzHmN/OdDhERkXzQdVCkcClAk9XqrYAuTCIislrpOihSoBSgiYiIiIiIFAgFaLLqGGM+D7wHaDDGWKnHOWOMzxjzCWPMEWPMsDGm3RjzHWPMlqztP2KMsXJ9rjHm3NLshYiIyOXRdVCksLnynQCRPPhToAq4HnhzalkE8AJB4M+ANqAceB9wwBizxbKs9jykVUREZKHpOihSwBSgyapjWdZpY0wXELUs60DW278w/sIY4wQeATqAtwOfWLpUioiILA5dB0UKm5o4imQwxvysMeZZY0w/EAdGgACwOb8pExERWXy6DorknwI0kRRjzJuArwHHgXcAN2I3/+gCfHlMmoiIyKLTdVCkMKiJo8iEnwNOWZb13vEFxhg3dhv8TOHUex7LsqIZyysWPYUiIiKLR9dBkQKgGjRZrSJAUdYyP3ZzjkzvApxZy86nnneMLzDGlAI3L2QCRUREFpGugyIFSjVoslodA8qNMb8KHMS+G/g94K3GmE8A3wWuA34d6M/a9mFgAPisMebD2KNe/Q4wvERpFxERuVK6DooUKAVoslr9M3AT8FGgFPtu4HqgCfifwC8DzwFvAv4zc0PLsvqNMfdhj2b1deAS8CfAa4F9S5N8ERGRK6LroEiBMpY1ZZ5BERERERERyQP1QRMRERERESkQCtBEREREREQKhAI0ERERERGRAqEATUREREREpEAoQBMRERERESkQ8xpmv7Ky0mpubl6kpIiISCE6dOhQt2VZVflOR77pGigisvrk4xo4rwCtubmZgwcPLlZaRESkABljzuc7DYVA10ARkdUnH9dANXEUEREREREpEEsboEWGoe3FJf1KEREREZGVLpG06BmO5DsZsgCWNkD7j1+ALz9gB2oiIiIiIrIgXm4Z4KlT3QxH4vlOilyhpQ3QbvsQDLXBkx9f0q8VEREREVnJBsZiAMQTyTynRK7U0gZoTdfDjrfBs5+BhKJ7ERERERGRTEs/SMjGeyA2At0nlvyrRURERERECtnSB2j119jPrS8s+VeLiIiIiIgUsqUP0CquAk9QAZqIiIiIiEiWpQ/QHA6o360ATUREREREJEt+JqquuxraX9ZAISIiIiIiIhnyE6BVboJEFIZa8/L1IiIiIiIihSg/AVpZs/3cdy4vXy8iIiIiIlKIFKCJiIiIiIgUiPwEaCUN4HApQBMREREREcmQnwDN6YJQowI0ERERERGRDPkJ0MBu5qgATUREREREJE0BmoiIiIiISIHIb4A22gORobwlQUREREREpJDkL0ArabCfB9vylgQREREREZFCkr8ALVhnPw8pQBMREREREYGCCNDa85YEERERERGRQpLHAK3GflYNmoiIrACdQ2E6h8L5ToaIiCxz+QvQvEHwBFWDJiIiK8L+0z3sP92T72SIiMgyl78ADSBYqxo0ERERERGRFAVoIiIiIiIiBSLPAVqdAjQREREREZGUAqhBawfLymsyRERERERECkH+a9ASURjry2syRERERERECkF+A7QSTVYtIiIiIiIyLv81aKAATUREREREhLwHaLX2s+ZCExERERERyXOAFhgP0FSDJiIiIiIikt8Aze2DojLVoImIyKyMMR8xxlhZj/aM901qnVZjzJgx5jFjzPaszygzxnzJGDOQenzJGFO69HsjIiKSW34DNEjNhaYATURE5uQEUJfx2Jnx3u8AHwI+AFwPdAKPGmOCGet8GbgWuBd4fer1lxY/2SIiInPjyncC7LnQ1MRRRETmJG5Z1pS7esYYA3wQ+AvLsv4jtew92EHaO4BPG2O2Ygdlt1qW9UxqnV8GnjTGbLYs68RS7YSIiMh0VIMmIiLLyXpjTIsx5qwx5qvGmPWp5euAWuD74ytaljUGPAHcnFq0FxgGnsn4vKeBkYx1RESkEFiW/ViFCiBAq7UDtGQi3ykREZHC9izwXuzmib+IHZA9Y4ypSL0G6MjapiPjvVqgy7Imrvip150Z60xijPklY8xBY8zBrq6uhdoPERGZzauPwNH/zHcq8mJJmzh+7OHjPHqsAwO85+Zm3r232a5BsxIw0g3BmqVMjoiILCOWZT2c+bcx5gBwBngPcGB8tazNTNayXLdjs9fJ/M7PAJ8B2LNnz+q8lSsikg/R4XynIG+WtAatobSIbXUlFHtdfOShoxw405MxWXXrUiZFRESWOcuyhoGjwEZgvK18dk1YNRO1au1Adaq/GpDuu1bF1Jo3ERGRvFjSAO3de5v5+3dcy1d+8SaaK4r5ja++wIC70n5zSNdGERGZO2OMD9gCtAFnsQOwu7Pev42JPmf7gQB2X7Rxe4FiJvdLExERyZu89EEr9rr4u3dcQ+dQhK8dj9oLhzVQiIiITM8Y83FjzB3GmHXGmBuBb2IHV19I9SX7G+D3jDH3G2N2AJ/HHhTkywCWZR0Hvoc9ouNNxpi9wKeB72oERxERKRR5GyRke32I2zdW8fmXRu0FGslRRERm1gh8BXsutG8BEeAmy7LOp97/v8BfA/8AHMSeJ+0ey7KGMj7jncCL2KM9PpJ6/a4lSb2IiMgc5HUetLff0MSv/FsX0VAFHs2FJiIiM7As6+dmed8CPpJ6TLdOL/A/FjRhIiIiCyivw+y/ZmsNlQEv7VaZatBERERERGTVy2uA5nY6eNt1jZwOB4j1axRHERERERFZ3fI+UfV9u+poT5YRH1CAJiIiIiIiq1veA7Tt9SUMeyrxRnogEc93ckRERERERPIm7wGaMYaK2rU4sIgNqh+aiIiIiIisXnkP0ADWNm8A4PjJk3lOiYiIiIiISP4URIC2ddMmAE6cfDXPKRERERFZIp3H4dLBfKdCRApMQQRo/opGAFovns1zSkRERESWSMdR6DuX71SISIEpiACN4iqSOGC4na6hSL5TIyIiIiIikheFEaA5nCT8ldTQx4EzPflOjYiIyPIQj0LvmXynQkREFlBhBGiAK1RPvXOA/QrQRERE5ubis9DyPIQH8p0SERFZIAUToJlgHc2eQQ6cVoAmIiIyJ52Eg6AAACAASURBVPFUt4BkIr/pEBGRBVMwARrBWqro5Uz3CB2D4XynRkREREREZMkVUIBWR1GsDxdx9UMTERFZoY60DPDg4ZZ8J0NEpGAVUIBWC8A63zD71cxRRERkRTrdNZzvJIiIFLQCCtDqALizPqmBQkREREREZFUqoADNrkG7oTLC+Z5RWvvH8pwgERERERGRpVU4AVpJAwA7iocA1MxRRERERERWncIJ0Pzl4PZTk+ykzO/WQCEiIiIiIgUqHEvwzKluInFN87HQCidAMwZCTZjBi9y4rkL90ERERERECtSpzmG6hiNc7B3Nd1JWnMIJ0ABCjdB/kb0bKrjUN6YfXEREREREVpXCCtBKm2DgIjetrwBQLZqIiIiIiKwqhRWghZpgtIdNZYaKYg8HNFCIiIiIiIisIoUVoJWuAcAMtnLTersfmmVZeU6UiIhIgTMm3ykQkUIWHYXO4/lOhcxRYQVooUb7eeACN22ooG0gzAX1QxMREZmZbmaKyEzOPwMdRyEylO+UyBwUWIDWZD/3X2DveD80NXMUEREREbk8o70Q7rdf62bOslBYAVpJPTi90HuGDVXFVAW9GihERERkNmriuLK0vwzHv5PvVKwqY9EEDx5u4ULPCmy5dfpH+U6BzFNhBWgOJ5Svg54zGGPsfmin1Q9NRERkRrpOrixdJyAeyXcqVpXhSByAS30rMECTZaewAjSA8g3QexqAmzdU0DkU4VTncJ4TJSIiIiLjuoYifO9IG/FEMt9JEVlxCi9Aq9gAvWcgmeCOTVUA/PhEZ54TJSIikj99I1EOne+dvkWJmjjKEjveNkgknmQwHM93UkRWnMIM0BJRGLhEfWkRW2qD/PC4AjQREVm9nj3by6W+MSLxaWorFqqJ41g/xKML81kiUnh0M2dZKLwArXyD/Zxq5njXlmoOnu9jYCyWx0SJiIisAqd+AGefyHcqRERWtcIL0CpSAVrPRICWSFo8ebIrj4kSEREpYAt5V3x8OO4Z9I1EGRhdxTdOu08WXiB7fj8MtCzZ16kiRmTxFF6AFqwDbyg92/k1a8oo9bv50Stq5igiIpLTEk8++8TJLh57dYVfl3vPwsvfhESOPlZtL8LwNPtvWfa8U0ttsAUu7F/Ur0gkLZ4+1T0pONdI23PTOxLlwcMtjESWUZ+90V77HAgP5jslq07hBWjGQO0Oew4QwOkw7NtUxY9e6SQ6Xdt7ERGR1eziT/KdgoI3EokTiSfmvkHXCfs5Nrdh16PxJMmkZW93+kcw0n0ZqSxs/aNRuocjvNQyey2rTHax1z6OuoaW0fQJ/Rfs5+GO/KZjFSq8AA2gdid0HIWkHZDdt6ue/tEYT51SM0cREVmeLvSMMjASSV/bZGH0DEfoGAzPut4Pjncs6qBjDx9pY/+ZHggP2AvmGNjNSaQwphsyatd42cazTvWNMheFGaDV7IDYCPSdBeD2TVWU+t18+4XWPCdMRERkbjoGw8Qy5oh64WIfrzzxNTj6raVPTHTEHqFxBXrqVDcHzvTMad3YZc7ZdbF3dE7bdg9HWPAi+HAXvPo96Du3sJ97hQzLJFhLJuxmet0n850SYHGbhPaPrtIRWHvPwJFvXfZotpZlFVxT3cIM0Gp32s/tLwHgcTl44846Hj3Wsbza7oqIyKo0Fk1w4EwPB8/1TVruTMxe07MoTjxsj9Ao8xJLJOkbjfH8hT5eupSnADeS6v+Tj35t0yiwsuzM4qkmhd2v5jUZyyagXY5aD4OVtIPxy/D9Yx08fKR9gRN1ZQozQKveCg6X3Qk35S27GxiLJfjBcbWDFRGRwpZIlWBHowtwUzERwx1d2uDgXPfIshul0bIsBsMLl+bW/jFevNTPcOrGcCQ219q3AiuIL3I0levTLcvibPcIieRyiuSWRiHkSM9whJb+sXwnY+Gkm95eXu6GY4nLrl1fLIUZoLm8ULfbHjI2Zc/aMhrLivjysxfymDAREZElkExOFKzPP01l+1OTCtoPv9zG4YuLF7S9eKl/2Y3SeLR1kB+/0pkOqK5UX6q5WDiWuiufr7jrSgKs1sNw5D+mLG4fCHOyY/4jf2YWg60ZCsNtA2FeutTP8bblN/rfYgVQC9F9L5ZIzngTwjfaRnBw9qacT53q5uC5pa2R7RmOKGCfh8IM0ACab4WWQ3a7ecDhMLxnbzPPnu3l5UsDeU6ciIjIIjr6LbhwwH6dHg1wonATTSQ53zMy74995Gg7Z7vnv91yMB5QLfSIzzMFIgWv55T9nBXkPXu2h2NXGDz1jtj5falvak1MYrQfk4xPrZUYbE3Pc7taTfop4lH7MUcHzvTw4xmmnarofZ6Swfw25cxlLJrgqVPdHL7Yx6HzvVODw3gUjj0II3PrSzqtK7iZ4YoVxkA84wo4QLsNkrFJQwc/cEMTAa+Lzz55Jo8JExERmZsral02uPCTDodjiSvrS9V/wZ4fDOydW6Dmc8daBxnKqhl48HALz5xevKHq/+ultjnVIo3v4tz7EE2fJ5Zl0Z2qSWgfyFN/xAzzrdHIVQs0JSBOJig6/yPKew9PXfn8M9D6wry+c0bx6PTTGWQfn9Mdq9HRJe5Ul/Fdxx+yH3M0HhRfmUWsCu47b+dnlnhq5NqBsRiX+samNq8c7YZEDLqOX+YXT9/E8Wz3SGrwnukVD5+jpuPxgpoao3ADtDU3gnHCuSfTi0p8bt5+QxP/9XIbl/oWcPhaERGRubjMTuiLZ24Fy86hcHoepnHxRHLWfhfJpDXRxA/sm6YthwCo6XgCjv7n/JKbQziW4GTnEAfOTG1ytZhzRsWTSbsW6cKz0H5k1vXn0kTNJGMTQ+LnKOyd6hzm6VPdPHaik2fP9qSbY7YNjNm/RTJJeKiP5EIHDNN83rHWwYxVFmgku9Q54olcYW3IXJx/Gs48ZgcFrYcnT2Fx9omczTsniYXhxH9D+0s4xofBz5UFY332SJC5aniGO5d8Iufs3ymRtOZeM24WqeifTMKl5+Ds45ex8eTMj8aTDIxdRn/SHD/eS5f6efpU99T12o+kay890VTLvMj8m/0ulsIN0LxBWLMXjj00KcN//pZ1OI3hLx85kcfEiYjIcmaMeZ8x5qwxJmyMOWSMuW3WjWJjdkCSyOjjlJi5v1NmAOSKXenF35q50JJMTIxYNykRY1zoHaVjaHKNzQ+Od/DfL7el/z7WMjCldu2llgEeOdqeM5BzxYftkdOu0Pglfrqg5PFX5zcHatdQZOY75iPd9kTS42kfuAhdr8yavpzx2dDkgcuquvZDOJWHvVNb+4wHnOOBWSKZZCwW5ydne3nxYj8c/RZHHv8GpzJr9nJFholY7t96niLxBGNRO6B68mQ3D704+3RGJf3H8QxP1O5algVD7TBwCYD2wXCqpmdquvtGoxw83zu3foJ95+H4d2au3RpLjZLa9qLdnHMoI/0jczhuEqkaqaF2HKl8TmR+XzwCJx+daJaZ+vzzPSMTzfTOPgEnvz/7dy2i422DuWvGk0loe2len9U3EuXHJzon165aln08z+UGVapr0tOnuufeBzHjGLcsiydPdvHYiYymnLP8n50iMmxPTzGdwRb7nG9/eX6fu4QKN0AD2Pk26DmZHm4foL60iF+5Yz0PHm5d1KYPIiKyMhljHgA+CXwUuAZ4BnjYGLNmxg3HC3PJVGEhOgrHvg3dp6asGhnoBMsimkjS0dFOou+iXeOUYTQan1d/qeKRixw408Nwf8a1LzNAOv0ju0CboX80SuT0U1M+KxpPEhn/7ngUes9wsnOIaCI5KbgZb4aX3RTOJGdpamVZE7UKyQSEB0gkLZIZn9OT+p7xPl7TVVD1j0anrdn5YWpk5+Lhc3hG7devtA9OvWOe6dJBGO2lpn3ynf5wLDFp1M1watTGdB80y5paK5bRygfAnRGEx3LUUHblCBzHVxmOxDl43i70D84WwBz/zuTfetaaL4vhSJzo4a9PKpS29I/x/WPtDEfi6T58M4oMERw+Q6jrUHpRbcgH555K95n8ybme1EAWGWnqPgWtL9CXaqL3+IkuHnnpAhee+Desl75h12Rla33BDpASc6hJGT8PMs4Hy7Jmr4k0EzU3jlQV2qRtBlshPEC8+wxtA2P0pNJ/+GL/tKMgps/pEw/DuaenfNWcWpV2vTrRlBj7WMps3piZxPaBMKe7hjHJHMfM4KUp0wv0DI9NOV6eOtmdDvCOtA4wOBabPKfaUBu0PD+pPD7V5MA23HacVzuGePBwy6SKzZlZPPRi69QA/ti34eJzc9oesOcNPPu4fbzmGjTFsugbjXL4/OQg7kTHkP2/Lpm0a2QX4CbI5SrsAG3bW8Dhhhe/Nmnx++68iqbyIv7owaOTm16IiIjM7jeBz1uW9VnLso5blvUBoA341Zk2GosmGIvFOXL2Elb7Eeg/b78xcDEdQAQHT8LL3+TsT75LcOg03nAX0Ve+z5H935vyeY8e6+DhI208f6GPnuEIlmXRMxxJF8TiiSQPvnCRrmG78Fraf5Ti4XO88tS3CAydJTh4Kt0kp3MozMETZ+kZiTAwHIZEDMuyeObIKV4+NVHQK+07AlaCHx46Skl/qr9Hy0FoeR53zG7mc65nBGfcvgseiSfwjXXaBdWMviUVPc8D0DWcqi1JxOyJgF/+ph3EHPkPwscexhpqh5ZDdL/wXf7r8Dm+89JEDcdTp7qJxpNz6v4z5W7+y9+EntPpglxp/1EC7c9OKqDHE0kSSYt4IslTJycCq4FRu9DlSoyCZZchBsdivPiDf+fRo+124fjot7GiQ6mvM9RfepiKc9+1m9MNddA9HGFgzP6drEQcEjEcicik737xUj8/2f84Fzp6efZMD/FUJOYNd1PWa08jlFkQzQ4mwrEEZzv6GAnnCF5S+xmJjMFQO9ZwBxf7RtNBVudQmNhgx6T1f3i8g5cu9XPq6CE7wM7Iq5wDT1gW8XiCJ092MTA0CvEojrM/BmA0o+w1OXCY2AeHZe/bS5f6OXTgx4y2nSCe+h3jySQVF75H5+Aoo9EE9NnH6KTfebwpXkY6X+0YmtJXMRq3ayEBGLjES5f6ae0f43jbIM9fmJiHMJKwaOkfI5G06BqKpGuj46lazPEAanh4iMS5/anmknZ6TnQM0dI/xkuX+nnwcAvO+JgdEPVfBOwmqt85dJaOgTEeff6EHbxFR+zAZqwfIsOc6hzGJGOcuNRlN5U89mA6bYmO4xy+2E/nYJixaIKDzz7GwWce5ZlT3RCP8PKLh3jyZBeu2DC+sQ7iJx4hErXz/dmzPWBZ6fN3kqGpc3tFj/039a3fs5vjpvQMj3KhvZNLfaMMhe28fOFCP+GovU7vgD3dRDwatmuNY3Zw6uk/g2+sg6FwnCMt/cSTqRs8LYcIDRzHE+nFJONYLc/9v/bOPciSqr7jn9853ffOzD557Lo8FJaKLpAlBYroGhaUhBK0SIJoGaMRjCIJpmJZqYqlGx9VxkfKVyjxURArIlaJYsokoAZjIhIV0UUxGkBRVoLAsrso+557b/f55Y/TM9t75z17b0/f6+9T1TV3uk93f/vbp8+vT5/Tp5HQxrf3knT2T3pWOtmTv8b2P8zK3fdzwi+/xP3b9/DY7oP8bMc+tv7wB5PfQu7kAX3yYfZu28r+gy0QoZMHvnbX9/nutl8dqpw/8FVW7vkpLm+zfUfM49t27ee2ex/n5zv3sXe8PXldAjz8xF7uefBRdPfDhF0PxEraEiEL6W989tln69atW/soZxpufk1sOn7jD2HZsZOzv/HTnVzxT9/lRRuP4yOvOGvyyYdhGIbRW0TkblU9e6l19AIRaQAHgFeo6s2l+R8FNqrq+TOte/rTT9JPf3jLlPnLmwn7WhlBksmb0kUoA5QgKU7jTdFI4hnPlu4hZHANXKmlbNVoOm0Xy0664rCWoyNlrJGwK1nH2IHYZW7PymcwdiBW7DqrTybZ/X+knT2sWznCo3vzSb/KjDfXMNKauYtT6oROURk4ftUoj+4+vDXkxKPGpn3XvZl4Wos4J510JWnnyN9TajWPodl6guNXjfLkgfZhFaUJvAgH01U02k+ybuUIIrHis2OW9/mCJPF8a46EDsLUJo+JfD4dY42EA+1s2uM8OPIURscX9g3bbp9HU88T6XEEl9Js7WL16qPZv/OhKes9ZcUIj+8dJ3dNfIjHOz7yFEaK/R8YO5FOupJVu++dcr2OpX5aP2fDifT0fcHMj8UHBwXzzTdZsowkW9zorOXrV8UhGjgwdgJpZ++0+z5h9SjAYS2IWbI8dnnuYq7rEGD1ylVkrf3z/jzGUWONKa29a1eMsGPv1AcZ3XlWkCmjss6WP49Z1mDFSMqa572q8hhY/wrazp/Ax54L51wFF7/vsEXX3/Eg7/7yfbz23PVsedFpVkkzDMPoA0NWQTseeAQ4X1XvKM1/O/BKVd3Qlf71wOsBTj5h7bNu/sS7qpRrGIZhLDHPvuSqymNgUuXOFsWaDfDMy+Guj8Mpz4cNF00uet3m9Tzy5EE++c1tPPTEfj74sjNZNZYumVTDMAxjYOh+OinTzENVrwOuAzjrrLP01M0vpROERAKdEL/RmZDjkwadPEc7LUQcQUF9SiI5WZaDS3ChAyJI0kCAkLWRpBHfaROHF0c7gNcOKimiGepSCDkiIb7EIh7Fk4ecoEqDHHUJ7VxJneIJZOoJIcP5BiNeycWRZTleFPUpIcsICKkEOp2MRupp5eCdRzXgnaBBCUCqLTrSJHGgWRv1Ddp5oOETEPDekWc5iKAaEN+EdnySHhRckiLOkecBUSU4H43OM3ySIAIaivd/VNGsg280EedoHTyA8ylBHI4czTJccxRQNMtJEk8AvOaMZ5C6QIcE0YAi+LSBhhxHAM3x4mhlAZ82SSWnkwdEBI+CONpZjtOcIJ4RF8jFExDameLJUfE0adORZswqIWck9YzniqgCQoaQErW1g5A6GM8Uh+LE0coyRpspIIQsI1clIaDOIaqIE3J1aAh4Aj5NIQSyrENwDdCA95A4j+YZSaPBwfE2DnBOyfOA90KuCSoOTwdBEAIZCc3E0VaJvQZDhnOAeEJQXJKieQdHQDSQqyDO08lyGqkniEc04DTQzkP01TVABO8Fr4F97UDIOyTek0oAcahP8ZpDNk5Imoh4yFuIb5B1MlyaQhZbOTRJCUEZcQEVRzsInU6LZakjlwQFUhFylDzLcS6ONBqI/nmneCdkeNqdQJoIaCCo4BNP3skI4vECiQNxjizPJ1vSgjpwnqx1AGkuJyHm7RACko3jnWNcU1LvwCckoUOLhDQcJLhmbM31DTQEnGbkpDjJydttvIdcE/CeECD10GmN49MmXgK5xm1KpwWJR9XF8oIcF3JyEsQprU6g2Uih00aSBM0DpGl8jy5kBHHxnHlBRAgILm+TS7w/dg48SpbnKA58Ey+x5VCK7qTBJYRcEYn5PMfhRGg2EjQEQtYiV0eQeL21VBhNBC8QX910iCPmYyeE1kE0SWN+UCXVNupSOnn0IZdYHZG8g3OCigeNecBrTsARVHGieO/JswwFnDhyHImDVg4NbROSkVgGaE7qUzoI2mkjLrafifPkOYymwnirg4rE6yzPaGvcnxT7SBw4nwJXHVm0WQT1r6ABXPReePT78PlXw6Ufh42XASAivOOS01l/7DLedeu9nPf+r/O6c9fz8nOeytoVI0ss2jAMw6ghu4AcWNc1fy0waz8s7z3LVx094/LRI5YGy3qwjcWwvKdbW9GTrYwtXzX/tPNMN5u/i/V+pruNCU39PqfNBe6gF3dHM+2yF9dAmfme194z83Xefa1EL1b3UcswcFTf97CYPNnobcHXUwajgpaOwqu+CJ97JXzhz+ChO2HtqTB6FNJcxeXHNdj80gaf3foYX/naA9zynwmnnnAM521YxxknrSFJUsR5nAjeO8R5vHN47xEXnwogcb4giJt4aiEgh0beEWKlcKIjpUjsz1oeAXdiHqW0UiSQieXz+ZhKmYWmNwzDMKZFVdsicjdwIXBzadGFwBwfTTIMwzCM/jMYFTSAZcfAq/8Vbn0TfO/6KYtPAbYANIsZO4tp6ujCxiIJeuQVxV68SqszDsZc/XZ682rwken4jF7E+/VPD23N6vOT9Ppbrwvef49yyJHw7288j5OPXap2mdryIeBGEfku8C3gz4HjgU8sqSrDMAzDYIGDhIjITmDqsDkL41hiF5NBwLT2B9PaewZFJ5jWftFPrSep6po+bXtJEJGrgb8BjgN+DLypPGjIDOvsBX5SgbxhYpCuoTpgfi0c82zhmGcLY4Oq9qbv9jxZUAWtJzsU2Tooo4GZ1v5gWnvPoOgE09ovBknroGIeLxzzbGGYXwvHPFs45tnCWAq/6v2hasMwDMMwDMMwjN8grIJmGIZhGIZhGIZRE5aignbdEuxzsZjW/mBae8+g6ATT2i8GSeugYh4vHPNsYZhfC8c8Wzjm2cKo3K/K30EzDMMwDMMwDMMwpse6OBqGYRiGYRiGYdQEq6AZhmEYhmEYhmHUhEoraCJytYhsE5FxEblbRDZXvP/zROTfROQREVERuaJruYjIO0XkURE5KCK3i8hvd6U5SkRuFJHdxXSjiKzug9a3iMj3RGSPiOwUkVtEZGMd9YrIG0Tkfwqte0TkThF5cd10TqP7rUU+uLZuWgsN2jVtr5vO0r6OE5Ebirw6LiL3isj5ddMrIr+YxlcVkS+V0sxaTolIU0Q+IiK7RGS/xDLlxF7qLPbjReRdJS3bROTvRCQppamFr78JzJUvhhGpMA6JyBki8o1iG4+IyNtFRKo4zn4hfYwxw+RXVfFjWDyrMjYMqmdS0f3+fPwRkcuKPN0q/l46r4NQ1Uom4OVAB7gSOA34CLAPeFqFGl4EvAd4KXAAuKJr+ZuBvcBlwEbg88CjwIpSmq8A/ws8D9hU/L6lD1pvA15T6DgD+CKwHTi6bnqBPwQuBn4LeAbw7uJc/06ddHZpfi6wDfghcG0NPX0ncD+wrjStqZvOYj+rgQeBTwPnAOuB3wNOq5teYE2Xp2cBAbi8WD5nOQV8vNB+IfBM4HbgHsD3WOtbgV8BlwAnA38A/Bp4W918HfZpPvliGCcqikPAymK7ny+2cVmxzb9eag+OwLu+xZhh8ouK4seQeVZJbBhkz6jgfn8+/hTrZcAWYuzYUvz/nDmPoUKz7gKu75r3APDeJTp5+8onDBDgMWBLad5oYfZVxf+nAQr8binNucW8DX3WuxzIgUsGRO+vgKvqqBNYBfwcuIB4c31t3TwlVtB+PMOy2ugstvse4FuzLK+V3i5tW4AngbHi/1nLqSLvtIFXlpY/lVjJe2GPtd0K3NA17wbg1rr7OmzTXPniN2WiT3EI+AtgDzBaSvO3wCMUg5kN0kSfY8ww+VVV/BgyzyqJDcPiGX2635+PP8DngP/o0vM14LNz6a6ki6OINIBnAV/tWvRVYs20DqwnPlGf1KiqB4E7OKRxE/FEf7u03reA/fT/OFYQu6T+us56i6b3PyYG8m/XVOd1wBdU9b+65tdN6ylFk/k2EblJRE6pqc4/Au4Skc+JyA4RuUdE/rLUzF83vUDs4gC8FviMqh6YZzn1LCDl8GN5GLivDzq/CbxARE4t9J5OvOH7crG8lr4OGwMSv6qiX3FoE/DfxboT3AYcT2whGDT6HWOGya+q4scweVZVbBgmz8pU6c8mpsaO25hH7KjqHbRjAQ883jX/caJJdWBCx2wa1wE7tagCAxS/d9D/47iG2I3qzpKWCX1llkRv0Q93H9ACPgFcqqo/qqHOK4ldMd82zeI6ab0LuILYdfTKYtvfFpFjaqYT4BTgamI3lRcS8+r7gDeUtNRJ7wQXEgvqfyz+n085tY7YgrBrljS94u+BG4F7RaRD7F5xg6p+rKRlYt+z6V2qMmtYGIT4VRX9ikPrZthGeR8DQUUxZmj8orr4MUyeVRUbhsmzMlX6M1OaOf1L5krQY7Trf5lm3lIzl8bp9Pb1OETkQ8Sm1XNVNe9aXBe9PwHOJPYnvwy4QUSeP4uOynWKyAZid4rNqtqeJemSa1XVrxy2cZHvEAPY5cB3ZtCxVOfeAVtV9S3F/z8QkacTA+y1pXR10TvBlcD3VPWervmLKaf6ofPlwKuBPyEG4DOBa0Rkm6p+spSubr4OK4MQv/pGBXFoum3MtG4tqTjGDLxfBVXGj2HxrMrYMCyeTUdV/iwqdlTVgraL+NS5u8a4lqk1y6ViYoS82TRuB9aWR2gpfq+hT8chIh8GXgFcoKoP1lWvqrZV9WeqOlHQ3gO8qWY6NxGfhv9YRDIRyYDzgauL30/USOthqOo+YkH8dOrlKcS+3Pd2zbsPeFpJC9RHLyKylji4zfWl2fMpp7YTW1OOnSVNr3g/8AFVvUlVf6SqNwIfAiZuZGrn65AyCPGrr1QQh7bPsA0YLI+rijHD4hdUFz+GybOqYsMweVamSn9mSjOnf5VU0IonSXcTuxSVuZDD+3cuJduIRk5qFJERYDOHNN5JfLdqU2m9TcAy+nAcInIN8QnJBap6f931duGAZs10/gtxJLIzS9NW4Kbi909rpPUwCh2nEoNZnTyF2C97Q9e8ZwAPFb/rphdi99EW8dwD8y6n7iaO5lc+lhOJLxT3WucYsWJQJudQuV1HX4eOAYlffaOiOHQnsLlYd4ILiaOq/aInB1INVcWYYfELqosfw+RZVbFhmDwrU6U/d7LY2DHXKCK9mohNsm3gdcSbmWuIL+CdVKGG5RwqNA8Aby9+P61Y/mbiiCwvIQ6ZeRPTD7v5I+IQupuK3/0YuvyjhZYLOHxY8OWlNLXQS+wvvpn4UuQZwHuJo9pdXCedM2i/nalDIC+5VuADxCev64HnEEdt2jNxvdRFZ7GfZxMrLVuI7168DNgNvKFuvhb7EeKN0vXTLJuznCIOs/8I8PvEYfq/Tn+G2f8U8EvgwW2EbQAAAbJJREFUxcW1dSmwE/hgHX0d5mk++WIYJyqKQ8RRD7cX624strWHARjOex4e3k6PY8ww+UVF8WPIPKskNgyyZ1Rwvz8ff4iDgWTE1s1Ti78d6jTMfiH0amKtskV8Inlexft/PrHfZ/f0qWK5EIc3fwwYB74BbOzaxtHAZ4qTsKf4vboPWqfTqcA7S2lqobcoLB4qzusO4hCiL6ybzhm0387hwbMWWkuFRZtYGfhn4PS66Szt68XE7/2MEys/f0VpGN466QVeUFxL58ywfNZyChghfgfrCWLBfwvw1D7oXAH8Q3FtHSS+g/geYKSOvg77NFe+GMaJCuMQ8eHeHcU2HgPeUS5DBnWiTzFmmPyqKn4Mi2dVxoZB9YyK7vfn4w/xW2z3E+/n7gNeMp9jmBin3zAMwzAMwzAMw1hiqhokxDAMwzAMwzAMw5gDq6AZhmEYhmEYhmHUBKugGYZhGIZhGIZh1ASroBmGYRiGYRiGYdQEq6AZhmEYhmEYhmHUBKugGYZhGIZhGIZh1ASroBmGYRiGYRiGYdQEq6AZhmEYhmEYhmHUBKugGYZhGIZhGIZh1IT/B8MCeer0vOqhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "traceplot(trace);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Le1UuHiR/6crFqtdvWZnl/fSXyqpY/lb598cp9vf4Q5FjO9vajPApwjix+tQfDi2Dp2RTJPCoVEydE3XORTZEDx/wlCdoKeCPpS8g5R+Un5IqY1tZ22KPXbhIHd/GW+yhRAqPc9R8yLZMvm2/d+WiK57Kt42LmBSxby5S9qD5S1eJagpPpd9mF8lFmywzhmfAKF7M7rZOHf5t4CzAqocioTMo3WSZ9d9jWOqBTJu0rImLVLLMWZmMQQYDJxsjJMv8eR8/W5sHGg1DEJt5GQ6RLHPBPaFyzLAhrcJFqGKonxOzKo/luFgsy4zh9c9FeIqLVfwlVv767zHs3v1lMRfLchQL0VR4LP3L8peuXKT8hQ74Ii5ibSflLzFZJqQ5CsNXlZ0Cr0XwlWydOvxfB/w5ihh+XmIVgdVoKIy9hQ6dwqvGFV70+t09xE3te2X1UUKBF7JMRURKWaZiDLKxgYxGSpaJGAOZVYYDit5+LkSEZANkOARrVcSAsSKDoSJGa3nDfOOr1zmFp7joylHIdQyvT4U1wCXA69eXyO8pPPQLEviD5y8zvC+OUnVOcbRO/kKAE/zelYtF/uJa8JCLCfDjwLdRLBnTi62dLHPP7AvF2vixZRbqDatufUrLuqUVkWUCMBzOr8apip6ezh0KIMPR3PEAfhxOembJkZ5yXsky28uziszuMvi+SLuMtnPlLzP764f+4PeuVry0rdMIv7IR3R1t1VhfH2ndj8bbZpdRngetzl2tz/I/7H5xGeV/I7ap7XLw2qutTYe/Z/bftWf2/xrF/o+7JRzG6sIpYRseTqd1wV84vVuUx/k0NpBluvLFq1CuWeCzGH8zJuudTxyv0eNn089lOGrj4rwaEXxZLhZytGQdVpXfdeEihYchhBgfvfjLknXoi4tUvvfSdkhgXf2F4P9lZZP3yt0if1n0jKCqc5u//DbgU3tm/0/umf0b9GTrJMv85xRv19brlFpFL7zR1fHqQtTvrvW4dyr+F0oKqwsX4s2yeV/gUvbMqhZVdDwullgoVulEnTPkeT2fxqfmuYEcjDVYi3onOFfPd5lVEGNcVFgKr5+XihezgIt2jubTC48P8WVlnqtwEcNDf4lxUdm9+ct8nRdxtOznsuku6y8swC/DX1LHp/xokb+kZJ2V1Tmq+0so1wzLGONiE3gz8O0Umzn1shnK2ozwKQiK3cDa4mopvMtUMXwAU5khLbObx1VN9eJWDYM8NzoeQ6nvj5SliXsnOp2Ac6nYZlcuukhd23jrylHq+Fj8NNUBtN3gU1yk/KUNv3x/SStfFnGxLEdwf/2lKxcpTmP5rOovXeP2XfqXcNBQ2ZDZUsn3bOvU4R9TLDhUt8phU84Qw2OSs3p6oSUuuHiQ1IOa2MNbh82kpqqpcI/NaODVapyjEdTlmsVvWi7g5oN0VLJMxFofkfDP17nYp9fOpVOkZWqhorqlFACrdKKxDq3qOGJ4/XMRXjXeGN7VX1J4lV5obXVe3l9mHUeKi2U5CsMfdTx1c0q1kRTeVZbZlYs2f4nlcxn+0pWjMERa2Ri4G8FXsnXq8H8D8L9Q6PEnJZZy7roMKpRTteFhmvXjS1y0+KPc3Vzqcb/6BS1wm2nZoUu5GXrRwc9wreMyGmnZ0asYg2SZSrEpy3lH35B3Zpmeb7heSECRLCMS2y/KOLthOKl2aDdGy79KVSRUZWrl4rzeIa4BHsZG62kug3f97NLpwer+EnIRw9u4mPeX+al/iotlOVp0PgEeWy6gwru2naoeXfylXoZ19pczipV//xhXq2Wmbc/sD4DngMciP7dNv3pamVA8ocyyeFEqkpaUuvn5IbeqRmWWZPObpwPoZDJ/LBQdfEyuOZnEp6gJmaiqzq0CCqDOpaa60B/fbXn0YatM1/uSZXad/Vw0Fynri6M2u/KXmf2tQ3/wrSuVrsXWaYRfWaUKuLLVLMpd9OZzZX3Yw+6rD3v5H1RLhQnvydZmhL9n9t8K/H7g91LIMgfM7qz1aaXU8FB5UcfrD6z88t+F83SLXtKhakuoPh0v8rLZ+fRRigXU6mUQoBpxF/ggU6mdr+AQsTinOCfMzi/KY23j+Ar3ea6lQqjJhQhizDIcFSt7Vou/tfMi4blRLppTaRPg1XS3C179n8Lrsd8Qv2h/WcRFG0cPOhfUzunQds6/X7S/3AsXl+UvY+BjwP8M/J1Df3BMD7ZOsswfBN5Ecy38+gxGIrgGx8QuRnW81r634FrmJcUyxyIWkfPutAztyPnxrlTfGKOKAe9NcUhZXmMVa5GNkcjGCLFW1Dl0Milu1te2hVvXYTgQJlN4+TXhpddgNFKzvYUMBqLOo6enhqOZz5gsE1Ut5J7FTl0qWWYwZTW8t+R5wYUxszqrWvVey2O6cKQ0p7VVg5QaXl2jMJ1FOMH/iz7r1z+Gh2kv8pfw3GX8ZREXFV51EssqTsI6LfvZFxf30HbOv1ej2xRHy/rFqlwQ/N/VX+o3qVX9ZQR8PvBXgHdSrJp5z7ZOHf4O8xuf1O/yId72SniKl1hcI5GWGpD8PK3zhc8woPPHe2/AR2KDas3NG9Tj6mItbG4afeYxGnUbDuCpx42xA0Rn6Ys1yM62+JNTrXfSUqh9BGuLWULdis3aHapNLkRQ7z3ex7irHkbF8BjfpgWPXbf6aCw8vv65CK/KGdNRd/WXlHKkOi+Gpeo885eZ2ZbjY1zY2u/h8W14jIuww6rwrm0nxVHKX1JcrOIvRPCL9heIlx/SHKViphvAtcRvnW2dYvhjuuuVY3hsNb7KYnisUQB4KF6iOtfWFw9vY45TpRN7iKp6dIyOJ+erJ6v3+KMj1Q9/DH3+ZdVpuVacc/DSa+pfehV390i1ePGqeJP3bFz28DM5pVabtUxzq9N8tgl7tcWiaoOL6nigqyyzhaNOD7PqU+dYvmH+KRxmjTW0rn6ROj6Vb1dZZjd/WY2LFJ7qkFNcdOWorSxduGjjNJV+LP/L8JcUrgl8QrGReS+2TiP8r6GY9uxTkDqiGWOrx+DqnxL5P4wB1i9EzEnChlGbIpbqnKKnjKVd/zwfzclw6MtQisc5q6enTk9OrOa5J89nxx+fej79vNXRyOO8EfCoWiZT7+8eWwaZl/rISMQjYtV5X8w2mJVvmouCUmyn3uBEvffVhu0igoIWoaraDW0xR2EMtLKQi+r8WOw0htev7zJ4GGMN8ZS/xK5d/dori/0lhtdDCmFeS/lLD1wsiy9Tvnr4ZREPsd9S/pLi4kH1l7b+pV7PGBenwB3gfwX+apK5jrY2D20r2zP7W8CngFuRn9tGAl3wNuua1vxFF0FG86tfFiP1xOqXNusm45zm8RGiEJdlOhct/4qyzOW5uBxL5dunv/SVx8POUZu90bho4+jvAt986A9Ss5SVbJ1COpWdMlsPf1nrMs3tO637dce9n+V8WDhK2ZW/rI4/bHn3YauU53bfnT2s0Qi/3Oj3W4A/wmwRtZRUrP7gp36XXQZf5nvXNOvlK0I6Gxvn66mVuFfVYl2d4po1p7fGVg+GqxF6ca61Ikbq+RUn567aa3eufMHxAF69N+HxqupqD28vjIsl8CqUEo6Ywql0eP1TfvHQ+UsED7kIwyKVheGPdeTiYfSXagOUvwz8w0N/kHizsputUwz//RSrym3WsLo8q35hq+/hBTeJ4+sX1SbwMJ0q7RReb3RFAxURskzMYFB13oL3hQMYg1iL2dhA8xw/Hnum01n+vnxebYxiMhgMvNnasGQZeEUnY2E8KepmjJFhUSzNy1U1RbxkdibLdM7gPYh4BgMjJa7TqdHJRMvYfYqLOl6PwS7DUb2Bhhyl8Gok1PYQLswDZrHXEL9of1mWi3Z/aXZKFR7TgFdlr8ebQ1uWizp3y3K0qO3cq78s4uJB8pdYfxHjYgh8GfAFwBcBf4oebJ06/Bs0O3uI38UhLS0T0nKq6vcY1kVmZ6LHG2PM5qbOxc+ttVhLfbkGyTKMtdbfvs1cOt5b89gNxJgZbgXZ3DTqvKLaSF8GmWGQzZcnywSRHGMa5ZfhUFyeu/JmE1pfssz6A7AQDxtXhdc/F+FVw4vhXf0lJVGsfo9h9+4vszr0wUUKj6WfKk+q7bRx1OYvFynLvAx/SXGR6l9SzyK2iD+PXMnWKYY/Je48piMeGx1VFsNjjaLCY04eP9579Wdnonk+k1+q4vNc/dkZOm3iybVzrEVPTvFnY20cPx7jz87ET6dN3Dn8eGzqOFDMMKyxSFBnYzC7O8Zcu6ZktoGfL+xm5qrXxlFXvK+HdG0a8D5wEng//pLmYtUYbarj7aPtpI5v460rFym8L+uLixSuCTxnthjkPds6jfB/G/DfAF9d/j8iLrcK45fL4PWpW31KGF7s+nQtjI3W44b1qf2sjM5ZX6phJBs0yq5u7PVMDajDOUvwergMBp4sq9IxOOd1PLbe+0LGqaU81HuveV4syVAvh/dO89zqcOBlY6Ou6/EIFmM8g4EggoAyAru9JUwmvtT4n9e1eLvX+XL/3foUPcZFG0cpKWKIh6/KL8LD9Npke8v4S/1advGXi+BiWY7a6tzGUVWn2LICKY7CZwt1Lurhkgpv42Jd/SXkqBKf/F/AX6AnW5uHtpXtmf2bFMuK3oz8nBoVpeRRKbzNuqYVL1NEZqmq4OICJNncjMsvx+NUOaP5yvaWl+LG0bQsi+J6dgbT+TL5yQQdj7vy3ecIvg+7jPL34y8Xb5fRdq78ZWbfA3zjoT8I9/i4J1unkA4Ah/7gVYq3bmPmE3iXKfki65pWn3l3sZ7KE33jtrKufHc9vi/rWp6ueFsea+oXb8i205e/AzzXd2cPazTC3zP7u8DvBP4o8C7mH6jci1Tsor/Pl9Nm1XcREVHV4k1X78LpXxFG2dgQRFRAEane7FWdTis5ZYqL5vfR0JiNjfmyWmvJMkSkgetkailmEQ25pua5LV8Su3cu4t9jU+Flv9djvsvk9+D4xeLvFS/LclRxsSwvD0J7uUx/WTaPvus2pdin+68A//LQH5QyvHuzdYrh/zvgGZr7P1YXLpxS1WOLdgnc1HAT4NW0rI7XY50S4FVZ6vh8fNLlRVxcjFOwxRPc84XPZjFUY7xkxdNTqRr6rIO3Mhig3oP3iveQZc5sblqGA3Aef3amjMdgrZetLSMbI1AFdy7X1EopVIaMGlzIaIgOBzCZGh2PFa+iLjfkDmxGufpnwUWWiWSlyzlnNc8V1XJXrZLuYm9fD2owVqVQKIH3Rl3uauv7zHMxi5kuwquRVaj4uBd/Cf0ihXfxl3DQEsM1wOux9mU4qrio41XZKzzGRXj8ZbSdRRzdKxcxvCo7tPvLMlx08ZcB8LXAVwJ/CfjT9GDr1OE/xvxmv/UOtm51ZwjxlJwqFm+r/u8iU2vLu+kgqqCu+j883prNzSgeHl9ubWhlZ1sbcs3MYne2Ldd2m6tlFtsXGgaDOBcijeNFBDZGhcLo9PicJxEBawXJwJrmjllZBsYIzje5qPIudt6a4daCEavFTl0L67wEnkqnq7+krv3l+8usDvSEhx3TovJ0kWWGD7bD37qkVX9wGtaBnvCu/pK6lql61T/r+BbwBD3ZOsXwU1OeVB1jigmYXdyYxfBYo6jw0EEWlWn+AU6xP230YD8eo87RWOWyGJ1TrnbZPGEykTl5p/foeGJ0MluNE0AHGe7mrnXXtlSN1HBLfmvX5De2VO2sGmoNeuua8tRjwnAwy9NauHld5dYjhkHg58aoZNbM1a85k5iV1fk4R6tZKp2u/pLCUzK+i/WXfq0rR6m2k+KorZ3FuEhx11amvqwvLrr2L57uS8UkbZ1G+N8E/HfAF1NchHrd6vIomJ+WOmZTyyqWGcOrc+t4GDdlAe6C9DTAy1xEqe90JeJRnckrweO90cnEA0azzIsxxWqZUBynajDGYYueWZ1H3MQzwaq1TamYwzHNrbu25fXJW2CtQVAUdY/sWJ1OnWZWGGQFDuof2bEynjqTeyGzM+6euGk4HTs5m8JwUPAuIlzfEcZTz4svK15tVVaxFrz3ZYfe4EJV0XxahbOaHM24i8nnUp8x2VyYbugvJnL8In+pvl+Ov6zGRf2zi8yS4PiqrG1tZ5k2RZBXjKN6eiFHIRd1XFgspEn5AAAgAElEQVSNm8vyl3rf5JgJTw6A76AnW5uHtpXtmf1ngA9SvHkbWmz6CP3KvlLndMMjm49rtU59xGQwiK+WmcKNie6S7t72JmV7Yw73BsWaOVwmOSZWpGmOTHKVcPh+dIK+/Fq17eK5qffg5jeAUe/RaW/vnXS1Pv2lH79YzSf7sMso58PCRcr69Jd/Cuwf+oPe1sInUYiH2g79waeB1P6PfcrsUtY1rS7Tu1Wsa/p9lR+QxN0pga+URy/WFxf301/6sq7+kgql9slF1zwumqO+/KKNo5/vu7OHNRrh75n9EfD1FLLML6v9FHtQlpJTXYTMqi2v+pS/wosLUmwkfr42vRbbTVFuQhKOGLwMBqY8fqZiEPFYa7BGS7X8jAsRizHV9PK8fO7Jm5ZHroHgz9fvUXXeiMXK7NwSl9xbk/s5HOetjHMAJ2XdFDxnE8MLLxX4bBtGVVUhdyFHRbUn4zhHzWn6ORc0p+UhXj+3nl8Kr/Lr4keX7y/zXNSvbRtHddXLMhw1/OU+chHDwxDRw+wvE+B9FBug/LtDf9BLR71OMfwfA54FdmvYIplV+BAohUvH75WjhA/uQrzKo/60vyhrsVKl0XodZqtT1mP7TmyxAa3UY/6joeOR65atDWSaC3eOHadnFms9G6NClulVGI8907wI8WyMjB07ePUufmukujkERXHeWOdBBD8wogMLqpijsdiTItziRwNhY3B+q8EadHMAU2fI/azOWxvw1qfh7rHR23dVcidsbnjZ3ioWiTs5tXrnrid3BhEv1loyW8g4JxNfLv5Wv571+LNbAq93BsvK8qr/U/4C99tf5uvclaN6Z9TGUTUqvd9tp7IUF/W6Pij+UrdFHA0pnkv+duB/AP5cIp1Otk4d/ptpdvaQlk2FF7WOp+RUlbOZACeSVnXRwrRid/0wjxneXIJ4rqxl3H6+Ds8+Q3UTKBALGyPL0YkKtdU4DZBtWRVxDblm7rF3Tq1zPmeQZefeqIqdOMPtUydTZ6XGhT2dGKcKmwM9nxmIwDATNQ5ynckyrYUb14TtLZjkTbnmzjYMB0Zfec1XMwNBwBjUWuNPTmIKjiRHLXisMa7iLxWe6rQuz19mZWIFPFbnFEdd2051fIyL1A2iKxdhpwurc9GHvyySZYb+EvtuKWSZb6UnW6cYfmrKs8wddhm8Ld/UOaHjLMqj0wModa54qBnILP2Lr6B3j5syy7Mx7vU74k9OGziqSF6+KFU/XkC8GnG+geMVcX6u/N4Kk0dGOrk2oP6rGjh7ZMjp4xvGD2bVU0CHGX57ZBqyTyi2ZbxxrSHjrOpWhLoCmkQ4f0FraUse3NUv2jLt6pMX6i8rWFeOupa/LUzRNa2L7svuJxe9xd3XaYT/X1BMe95B8ZaaoSmDqkufKrwum4L5OFooFaMDnpLl1fFlZHmhNGwWH/S+6AQJPOLV1/Gv3S5G2ttbnvEEcmdQVS8oiJFru95sbiAVF857plgdZo7NDTBiRRXN3TkXMnXgtVFnN7Tu9Jkd3M7wHJ88MrRm7JzPhHzLnnMxfmIk9jh32y9MEOQcd1tDYeq8OZ0igoHMszkSru+ITnOvn30BxpOCCzFSXiUFRYqN3hWgtkkLEStDAVKLr0rpFxqTFl6Uv7R9v1h/abdUnbtwkcLvte3E8FW5qMflF3FR1V8CPMXRMlzAcv4yKdM8BP6nBeVd2tbmoW1le2b/84EfAa5Ffu5TNpWyB0xCJtHBrH30pkotWlOZ7m4pg3mcqVPxOoefvmmbyRNbc3l4Cz5jTvo5uJuz+eJ0TpZJ7jCn87iejdFPPtecZTSqNl9Un9orIMHFrL+f/4Vu13IN/CVpDyIXDwtHq/Qv/5JitcxXeiobJArxUNuhP/gwcCfx8/2U2d0vaVlXmV03LgRtCaWkznnQZHZduVhFitgP36v5ZBfr6i9Xssz+cYCf6ruzhzUK6eyZfQv8RuAPA08zf1dtk1NVPCwjA1v0PXyoVeWXJXAT4PW0lsVjSosZrjqTWJa45s6WL19RSjmLTcmdt1iv5ZIOM7meYMsC++phrYKXsTN4pS7jVPBowYXWZJmoem9FUDJU6zJOLa9G43gF1cyqgsGIE1/bQ1fEIy1ciDiae+62c9RNfreKv0gCT/lLCr94f+nedtokivfSdqqQTKrtxDiqh1e6cNGVo4v2lz+4Z/Yz4H8/9Ac/R0+2NiGdPbP/I8CvAHZY7iLEyO6qme16bj3WuKx+eJEDtzXaKi9AZlyUG6TLcIBsbTkZDYvVOKdTZZobhgPY3XZsbdjy2FIOKZA7V8bx0Y2B042BdRuW6U7m8p3Mqgg+w/kMS7HQgxdVg8Lg9tRtvDyx5sxBZjyDcjEe1aJz9orkXosHxUi+lbnpIyObD2Dwmdd08LEX1JxMDKOhM9evWd0YIaen6O27xa5eWeZka9PqcAhnZ/i7R8XeuyJessyoMZw/l6hW3TTFjU0Ada6+Gif07y+r+NF98pelOra6YOF+tal74eIiO/k+uJhSqHr+9KE/+Iv0YOvU4b9MfLPfVPwsJu+C9CbDbfG2rmmljr/gmKREl1MwGxtOrJkvz+O3cjZH2Vx8fmAdA2tD/OTWgPGjA8U0fxi+PGHruVNnfLPO3gBZsIom4AbC6WMbnqy5Oa6MHTs/97IagiUeVNHTs2g83738SnwnsDxXifzgy7WJ5k5IX7NVruVD4i/J9Psqf1seXdNKXbe+rGt8PlX+FN5mf+PQH3xbx3Oitk4x/NSdqy/5XZv1Jc26YFPOV9SsmZ9OjeaOuZv/yanh5CyQZXrk+NTI8Sn4Jj545ZjRc3eRvBaaVAUrTHcHTfmlwPjWgJMnh8YFcs3x9YzxdSO+xp4C0x3h9ufvyGR3nlYZDpi7D2QWefQR2BgFNCixzl5V40+BC+tTGvmQ+EvSLlrqDN25uF8S1RTe57XsbVS+TiP8300hy7wFbML5SymhTKsLHsqmqmPacKmlWU+nDQ9lX46mY9TlYKW88PwzxGNytEoeVse1HPE36zwYeDMcqBRxcF8cLYatDYe1MM2LekpRH93ccIgg40kNFzN+csudPntLBGNAfbl6jjGnuZtuIePHh0aFMn1Mdtc5O/Hm7GYmGPFa1N7IBIdVM7kuaBEJV/GYwd3cP/b+OzK6c/48r6i7qvcgbA4VawouqmUbPvsi3D2e46hclM4DVrUm0Sywi/YXEun07S/1cM6K/rIyF6HMdBG+LBf1ZyMhnuJiGY7ajotx1IWLZf2lWhL5A8AfOvQHP00PtjYdPsCe2Rfg11BsDRa+dQv9yb7aptIPiYQsLlE0GxuKNfMD4EGmZNncGSqiGDOHn71pV8dvv0kY3slHML4hc2EfBVR0LuTkDeS7OldWc+Z56z96Jbqjrt8ezYMAH/pFYquNqouLQNS5B1GK+KBZX+UP4+AXkcdFW5/+8m+AbyoXg+zNHrSp4j3ZoT/QQ3/wo8DtxCF9yb7anOxBk5Z1kwMKPhHV8DG0Ptxs4NIYeTVPSHKRWkUzvlH6/FsBiyxJ6ZUsc2aXwUXM4v6yWh4PmixzFY5+tO/OHtZLlinAlwB/EHiK9ift4dQsJi3T2vEhXv1fz6MuFQvzrvLoS07Xj7QslGuqOvXeYkz4QNOjWC2ng1KXaxZhlKL+lbwTVKaeMA8FLSfGGUolq6zI81q8QzuTcQLiqzxwyAxXU/zvBWe0hgsOVatG6qtxFkogm1k0X0WuuYy/VFN8gnNW9ZfY9ezbL/qQa1ZcxMIdMY6qMUKMo5DvCs8ieT+oHPXlL79vz+wfAf/noT/4DD3Z2oR09sz+vwC+FNigm9zrMr/fi+Qs7CzC2GKzE15aTidBOdRgLWY4dNhCiSPgMMZS7I3rMIWqRqR2rohTYywCujly/vq2dTtD8p3M5VvWqghuiMu3xbpheXzZgfsBLt/Cegt2jLdnGCkims7kxTH5Jj7fQjAIHm/HmOzIs/3cme780il27MVtGH/y9KaMb41keDvXzRcnasfeSLHiJ0xz4e4xvHbbM5kaRJSNkTIcGfIpenLqyPNCfTQcFktOe48/LfGlrrMAuk7+sko5HpQ2VdUzdqMV5m9AFUexztkw13YunIuzsgz/9aE/+Kv0YOvU4V/JMhdbJ5mdbG/nJsvmZJlY4xqrcZbmb2zjH9lVrG2ccHLLcvTmgSNrSj/dECa7OLJm3uYMRq/gjTavmxdwo0gFvDK8q+hw/jI/9v5XisfTAa4vv67CvFhHz8YeERPi+euvO5yLXTMHMidRRed372qes37+wpUss25Xssz7ZF3lVH3KMvuUqV2kxcvjnFHnG3JNVUWnU6PT6byM03nkbEpDxqlKdjRl8/kzU5drFrEhMA7TiLiWYyjNkDBGv3vrmGc+7wVGm821ctwITp4CN2yWxxu4+7YR+U6zegqwtSFzm6oDMhqJZM3+5FyuGX+2IVU963WmvSNeT3+5HKnzG1GW2Zut0wj/DwN/hmLjgB3i0jISeFfJWep7XSpWn/6lpGJteD1OGMYlQ3zR73W8Hj+Nc2SsR6R4Q7Wa8mbWi4iWo9xZnUcjL1ubKtZaPZdxYnRrwzHMRMa5oYjPA5jTN22413/FrvjNYhagxYboxmc4tRiTF6UTLXDJ1b3l2RfM2979yzranhpQj2Buv7Tjfvojb7WvZhveD2d1tae4zeeNVTVOMyxevYDJjp1/5GdOzMarrsmR856TMxHvfbknQMGFKnp8gr977Mtwjlcta+Gclr36sv6ySGYZhgsW+Ut1/R4Mf5nHq3O6ShfbOKq31WU56lLXLhx24aIqW1d/8RSzgY8B31aKUe7Z1qbDh/P1dL4K+PsUGwfMzeQjWIXT0/Fd8AfPjC3eSgpHs+UiaRLUQba2lK3N+dCItcowIxwWHz+9oa9+0XWwc7JMVTM/ht7ePdH3/uafEWubfjqeZnzvT70HjVC6+UsWieBPf//r2HwORo5Owfu5d67c8y8qk+lcQprnOpujNH+KYBWeOr4L/iDa/WxTqXTuF299cvETwLeUi0H2Zg/aVPGe7NAfuEN/8M+A10jH22JWjSKWPb4+4gjx2DnCwyLLpFWWOf9DEQiPwxrnQlRjXIjoPEdiEPXzskwtT4hZrLMHEuLOIrlonePlB1nJX1J4yl+6Sv/6sq7+0ubXqTYSs65tpw2/6FFs12uzir/86747e1izDn/P7L9zz+z/JeBJ5p0hnF7W8bpsqrJQllnHtfY9lkcMr6RldaumnzE85tAu+FwGj6VTn57Olb/2tmllWuKNeqmqljtuafjbecgjwM3UexXJCPPw6kFtiE+nxolR8XOdb3XTCNJRnIqiBDcVxfuB4E2TCwWPICrN9BU81hRhqqa1+YtJ4PUQTJhWyl9ivtrmL/XPe8G7+kvMrxe1HU381qXttHEUu3n0xVFr20ngq/jLt+6Z/T+8Z/YfoUdbm5DOntn/B8DXUJA74PIlVOsjJxMBYx1gy5HvuQZeRJxWOnbvnXpvZThEdradjEaBjFPAWqdSqliMOD/I7PTmgKO3bLjTxwcWATPFj+6oMVMYXxM33cGqAR3gJ9e9bD52Iu948iX3tkdftsYoZ9OB/sKLj/PJl2/JNM+K8hfhdcWjkmOyY+OzYykWbS6iL95MvNn+zER3PzHGjosT8t2Bm25bmx1PdfDSiZqJK94Z2Bg4PxxYjo7hhVc8p+NipR6Roj7qIa9p+o1xZOXT3jx3+GolICmWgRY4XxV03fzl8r/fKxcxuWobFyn8ojk6pujP/stDf/A36cHWqcPvS5a5igRuLWV2Ym2OMVkY7vCNDq12/PVrmGu7Kqa5ipkOBujG0BGsyDnZyTh7atMZ31wt8+y68up71PvN5nUT8WyPxhxNRs1qeCAv/m+EcxQ2nzMhCqo88qFcxcwrb0afPfEGmXuaIB/9pON0bOeeVZTr+s9xNJ0qfn5BTnU55Symi5TvofAXrmSZdbuSZd4na4sZdsFXyeN+Sci6WrQ8qmpQnZNlovFFDXQ6LbYkDI/Pp3A2lnCVTjt2DF8+k8aqm4Ade7Z+2YlMm7iMhfELm4gLsndgT2UeB9yGgmmmoyKcPW7FjYLO2MDJ00OZRmSc7tFd0Wubc+nLxobIcNg8vtjPZb6zXzy4eqj9hX7L3zWti+aoa/oPpMR2bZZWAP4y8Ccp2ucus5FAXVJWl1lVVpeehVNAEng4zatP91IjorpUrI7XJV9VWVNSsXvFl+FihhebpCsUnSSgxUYojXj0jIuTU/zpGYggO9vejEbCNC/C+VXnt7Pl2doUcV4zVZO9Bnz6NtMbmy5/ZNPaifoNp2bnMyg/4uToGXF33jGw9tQ4Oz5f2dNMd9VNrqs1Y3GmhvshLt/xVi0OxU6v4aeokam67FisIE4t9u5bxIOY7BQ3elWtG+Em18WKDlVBslP1u5+YmtFtnN8wlptPgoKMp95+6hUZHE29bG3acw5U8XfuFqtxet+Izaqq4j2oT/jLnMu44vYjgb/og+gv1e8zLmoFpilTbvpL01JtJ9Y+iZT9orlI4fVy1n8P+4RU/wJNfuq/n1AIUL47wstKtjYhHYA9sz8CfgvwNymWSF5WtrWKJKwLnpr2tcmyuuDL/r7M8b3UWYZDlY2NuWGuDgdedrbndJ9+aL27tTMXSpmORF9/14aEa917UZ3uMheSUVQnt1RUVMMfs7tS6PuDvGWqUfzGR3IdnOhcJqPP3FZ7NJnD3SuvKneP57hQ77RcpTPCnczLnKqQz/Jv7/btL13wy2g7ksD7bFMPEhce+DDwbcCPHfqD3jrptQrpHPqD8aE/+HvAq6RH2l3wNmlZCo9JrQyz9a2XOT6849fxNks5ZswWjaiWxVP5RusmUCyENn+4ISLXFEHQ+ToUne18tnL+skBiI5Oo/jK+E5goPpqO4hJ4P1JEEUOxTtHcD9HjVw9zdOng2mavF912YvLLFN617YSzrmXO69pGunJkgO8/9Ac/2mdnD+sV0mHP7D8N/B7gceanXJXsKxwZKPHV+KA5VSQ4hwSeeqAUW1UwnDqHeFimuiQshqemmbE6p/BYviTKWT8vHKWGU/DqSI+QFYHuWqfpffF27xxeKoSClT1Vy7oGq26COhSLqIP6w+DyfFUP9Q3dq9E0Hq2vHIpqhlXBS3NNH1VrMgWdu+MYs8hf5tlI+0uEb+3qL6v6URd/SbWdlL+0tZ3YALSvtrMIX7bttHHU1r/EuEhx5IHftWf2Pwj8/UN/cEJPtjYhnT2z/7eA31H+u8G8Y9UdJIZDu9xrkcxqGalYHa+XI8Qr518UJ6xsGSevj6wWcVEvwypcFFLEwaBYddOYQsUi4hkMDMMBktlCulmlqYgfZuJ3R043BlaLAbz6gWGya2X8iHXTHbEqUG2s7i3GDXE6UHseKb419nojN25qvTueraZmt6bOjnLLUeb19aEpgyls3TxxO48d2+ndod59bhc3scViD06cnajdeNXrxquqZlrUWcDhvM3uThi8euJl4g2qiOLUO6vHp+jRkSt3BoMsc2xtWFHFHx87JtNZnUVMSX2TX0EQI+cyzmr56eJyraO/dG13XdtU9VsMT3Xgizi6uLYz+363/P6fH/qD99GDrVOHfz9lmZeRRx+WSr8/mZ3InCxTNjeQ7e35FTZFig4x2MQ838yYPH292MS8NtjPh3DnrRlhNMcbxX/BMWy7RqBFFXRikKGfwx/NTnVjeyKmtmSDKvzyDz7l3ekg0JUq1z7h3OAMG7I3+uRrLrs7meNCz8YKKhJU2d09Qo+OvNT3IaDqysUZ05SueufAufX1l+55PCyyzK4ctdmVLLMHu8iG8iDnHbNVY8BRi710W76R24TzHH92NjfokNxjjs/mAiHiYXDkCeWdomBPhLmotwc5M3ORXiueR27clUHW/CETz3uf+QxP7hw1yykwuYHkgSpTgckjA6a7QftVRYwgxsyX1VpkMCA0EUGQlHTzYfeXPsv/oHGRssvgorOtUwz/Oyl2u3LANvPyqHCKFsOF2U0wfNOOGl6dG5OdSe3c8I28mGSrbcodxinvFQ/Tb+OiKn+Mizre5KLQ6auKgLUi1np13sjRsVER9cOBomr0+KTabKR4zrqz4832lhHvnTn2dnTnSADyWzsuf/KG1UHm7AS7+1mv4GV8TdzZTWtBnDgs/35LAXGPT13+dG79cea4PbDlI1/R3dxtv+WOfcsTr7jHt44soCIqZy5zI4/9muvPua+69pyVdyAW5cMvPur+2o9/kf2BF97q3Rbm7NFi0D84wW0/p9ZM8JPrRlSuG1TJTpzf+egds/2JuyqTadNfjKme8aqMhkaGA0FV/clJ+X4CHsUgGBS89x7U4H31Zu7D4C9tbade/rDtQD9tJyzT/W47YTlX4egImALfQ0+2NiEdgD2zfw34nRSa/CHph0AhfhnSsmXLUsfDaWQKT0nLqv+7StjunSNrVQaDeVmmc14nk/myZJm3N67PbTziRpmfvOvNZk6WadCjpzNRkcbDU0X19IlisEwQyPl1X/NBGQxzleDF2z/92Ad5LDvzVpp1/sbD38JPvvykV5rhl9HLaHYGobLn+gde1J2P3mbuYa6IFmGoQIp6eqZ6FJNxeo93l+EvsQeMXf3lQW07oS1qI8viq+S/Sp0/BvwR4PDQH8TUSCvZWoV0Dv3BnUN/8H8AL5OOq6Xw1EWN4dKCd5FlVnf+GB5ztKrsIS4teJv6IRU77XJ8LN8Km69b8eLWHBciKVmmmEScQ8oHr83nBVTLJcyt7yzGeMLOHmAkTsPOHuAkH7iwsy/NRWWcxdr7KS5i1uYvKSli6vhYPov8Jazbqv5yv9pOiqO4vzQ/V8WhPW7fR/9igH906A++v8/OHtYrpEO5stw3A4+Rlop1wRfJ7GJ4m7QshvcxYltlJBdTJpBIpw0ngUe50AQXWsgu5x9y+XM5ZUOuKVpshDIn46QMj0CwSbqq90ZUvZemjFPHasXr1Jug098ZTKwR573aZj0MFkJ5J6g1Rg16vg3MrM4avdNI+CZtrQ7dHkz2NZJvG+Gn/OV+tp02jrq2nS4cdeUiJb9MceSBb9gz+z8M/NNDfxC74a1kazPC3zP7fwX4LPAdwKj2U+VgLsDqeDXqqOP1u2995FF9D0ckoSQszIcAZwncB7h2xMMR0yK84kKJcxSWMc2Rc+h0Kuq912I9HlXvFX++vECDIxFBxxPUOaeqRScJGK8MP/0K5njs8QrOK86TvXBHb7z/s4yeO/I4D/58FqAbr4A9o0xEVUXxO97/2C+8nU+99ojmzoCqCp7r9sT/s5MbfGSyyUSFqaJO4fk8c9/4RT/Cl7/jI2wNz9Qap4iSbUxd9s67Yp89FkZOEVVUweOP3nVL7rz7UfLtzKsRVAQ/yvz0qetM33Rd/CjzKucEqmyMkGu7QpbNuBBRRkNkawusvVd/WdV/CPBwlJnyi9X9pbBYm4r6S+2YvtpOnxy1cbFM/yLAs8DfBl7aM/tfT0+2NjH8h0yW2TWm3pd1jUd25ajIQ0wkj8bSwIUZgwyHTqxtrjaZWdje8mJtQ5ap5Y4q5ui0sZmJG1le/tp3EMo1Fbj9BRN00zdKK3h+/3t+iJujYwa15e4F5Qk78Xe8NWc6o8MrfNdHv8y9plvWDmbHq0L+7645Xh7ZcHOVrU8e6/BIRTebC6vZ5+8weOXICzTq5sdjGE8c1jS48OMxenzysPtLm2Qylce6yjLb2k7KrmSZD7k9aHfZVHn6KafOSynbD/dons9nPnWYV+8Srq5pcs/g9fFcHqLK4NjP7XSlajh6aQudNt3fq/CJyTZHvhlBEODJG6+zvXHWxAV0U9HBfN0mj46Y3hzO4WQWzezcIwaxFhkO5h4NiDFgE/1DYvWIS7CufvGg+fv9tPvKxTqN8P868Lsp7ribzKZG9SlhH2/I+SWOWebtvxRe/RbDQylaeFwYp7xfb1S2cVTlN8NFFGuRLBOdTh3O2VLVorK7ozIcGj0+cXp6VpRBRGQ09GZz08jG0GmWWayoisjZU1vu9Olda524wYlaNaqAnLxF3dHbsTKxfviyNbbYV12efdtn3Rd+wS/Ywc2Jfy3fFl9OE3bMmbs1uGsHOJ2Q4dSIIrx4tut+5rWn7Mdff1RPxyP1Tgwq2GNxw89mVsaG6TW8z9SgkJ3gdz+Zm51P52RHUye5WlEF5z2nY5HJVERwWnGhqkwmMM0FxSlqC9ZVdTxWnU6NmMZbyuCcV5cX6+/Un4NUb+rO8MIvZhuxpPwiHM0u4xcxfJEvrOYv7W2q8s+ubWeVNnXRbedu+f1bD/3B/0sPtjYdPsCe2X8S+Bbgz1I86OkiOetLrtk27WtrSDG8raOu46kHT6s8kEpxtAoXMXzRFDjkwhfD3AAX8fbNbzICzTV2wJ++8wmjRoqwyTmu/s7bB8ZneGmupaPv/a0/JTs3ThrpgOrjgzuyYaZzD2f/ycd/pf78a0+oYhq43LZqjixzcs2PnOmtnxoj4Y7r44nKydncOF2nuef0bK7O6pxjMrXFaw6z09R7h3dWVRtv8Opso5V5vFjC+WH2l65tqmsb6ZOLVD3a6vwc8Cco1Dpn9GRrFdI59AfPH/qD7wBeJC45S8mm8gS+irQsJRXLI+fURwohXh8N1HEiuGnBY+mkHLONoxQXJPDwAVy9TDHVQTXKmlcyFKOSINYhpmhizc5YwGAECeogiFFTfAbFFDtwGqZTZuDCzh5g4jIXdvYAKD4u10QSE/k2f5nnohil+7mdVcpRfbhcg4iY4r22ebyWT5hvV3/ps+108Zc4R+2KmPrnqvgqbacrRwZ436E/eF+fnT2snyxzC/gGioe3sYuecoausqm2UUrqwnaRZaZmChUe/p7CacFTdevKRaq8bVykHrp1eFiuSkTpqIUkqKhzuO69lr+HL0A5I1qsldnEEesVNUE+mXGWxq4u52aKzIOXzYRKKIe3rbIAACAASURBVBqr2zxH0lGWGbshUta1vP7BTaJPf0mtBNln2+nBXzq3qbbzuradVWSZX7tn9r8X+OGr9fAjtmf2vx14CfirzGL4MHOwaiQVk65J7X+NHBf+EfktdW7dUlKvsGx+Ab7s57LppsrdhrdxEXISHlsfzS3KK15mr96/9Ap6dlbIOEv5J9OpH37o05hXjzzeg/ceVWTi3PWPnjF6JS/knV4LfKruZ//hf8ALP/uod1ODy0W9Csf5wP/k68/wseNH/dQbcm/UqXDqBv4dj74sT994Xa1xiPhy10fUbzv8llMVVRUtJJvW650vFl79CiHfRX2GqkG9FU6e2eb4c66Tb2ZeDWhVZ2thYwTGNLnIrLK1eS7XVNUqc1+uaOFKCew5Xm684svQbZmeeGxWT/9B8pdY22nzl1CW2bUufbedZTmKcVP9CfBO4PuA5/bM/lfRk61NDH8FWWZXPDUCuKw8+rBU+n2Vv+c85jcThyL1xoDVGGRnG8kddaWOZob8V7wNk2tDqeMN3P7cLcQL510eYDLPo9/0S/50mJmxny1wZvB83rUXvMeYUz97xUMVfvZTT/k7p5tFeKmqtoLFqxl4YVRbqVOV7Z+wjD6e+Xw3a9Rt8xN32P7Y7cZzBwDNc8idxxjTlGtO8K/frmYztRPCfrVG22BI8SKy1A5XdDKOHs/D5S/r0HZSdiXL7MFSd7o+74CxmGTfefRhqfL0Wf6OfMt8xCTVmXkP4wnqg+JOHfbOKRLKOJ0yvJ2ryZu4nwqvPneN8bi5mqXH8Nk7j+jdSXO5TBF4YvO27tgxjb5AQAceBs1lmRFh8rgwfmxelum2MtyWna+ctbAx1Khcc5CIyF68XPMy/KVrWg9am0qVP4Vfiq3TCP/vAV9HcRMbMpseLZJB1fGL+J7KqwolSYDXY5wpyVmboqD+UKyuZKCGd5WKXSJHUpdrFvVRFWa7PRVclIuRSZbVR796vlyBqserqJTPaW9d89y8ZkSMysQVXAhMHhm5s0c3LNaonaAiajDA55w5/54zezrIOH5h27tJsbzCjZtH7s1vfsm+5/FP8YU7v+Ru2BMLwodee8p936febT/08jMwNQ5fPkgdeGe2cisDh1fj8Fi8YI/EbXwqs8MXDYIUMkkP9mTqtz511wxfm+K3N5xujYo6586b14/FHJ+JGOs0s8XGKN6rv30HvXssAh5z/kBW1TmNqnGM9Vhj8N7jXN1f+pIWPsht6mFqO8fl99936A++ix5sbUb4h/7gdwC/EvhLFEuKhhc2vJCVnTcQmg+BUnj9Yod4dfcO01+EN8aBLXgY/yP4v23aGaZVHX+vHKW40NoxdbyFCynKIOej+3JLwnq8pCynqpfhEIypj36LBeVnSy2IKIj38NLrak6myNh50QqH4StjGR57srGqUYx4QXKBn9uQ1z58k9ufuu7z8cCoGlQNr72ya7509HG+8vpH9LHBkR0Yz8A43nPz0+bto1cxE6N4Y6u+Q6fWujOr3llFKcI4Ftx1tZPHXLXqTokLbndoTt56w+dPXEe3R8UqoUZgmBl/Y9szGkFmRaRYb1+yTOT6NW+sASPlatNSrFJqTNxfvFOmU3Au9Jf69V/GX0zt+GX8pa3tdPWXKpYuAb6oTS3bduox+PvRdl4E/hjwRF+dPayZSufQH3wM+FN7Zv+bgTcHP1dOEj7ZF+K70ISjhPC3mKXyqKRlYR4xTX2Fhw5V4fXPRXjlVDE8lm8bRyk8dZNJnZPiosh7fgG1Vi4kfnz9syqMxZjis4kbjGgo1xTE+IE4CNMXuTY6ywem+TquCHKSj5xXM+8vUgiEQvWOeInyLcUNIIbbQsEzJ0W15ZrPTVykihFdlL/02Xa6+otNHN9X22njqGvbWYWj7ypX/u3V1maED7Bn9rM9s/91wM3EIfUpWt1sAk8dn3oyFnO0Ck9JyC76AVR9ZlC31LVP1TmFk8BX4SKCz43uV7dyEbfILxJd+sGrieHT3Fjv5+tsxBuiCaGJCrRxFJdfauL4/kKzXf3lfradGA79Przto+105cgDv3HP7L9nqRJ2sLXp8PfM/h+jkGV+N7DFcvKruvPFcI3gBOfFjomdSwKPHbdIKhbWLYUvqrsL/r9XLnykrkTOrf9ew1VRLfZCLD7b6uR0MkG9d+cSxIoDY0BoSBfVe+c++zx6fOLL7RZ9WQA/fOkEc5q7IiZe5u+8v/XTU7afc06cIrl6capmrPq9/+S9/PiPvtNPxhnjSebP8kzvjDd0NJgWq2oWVfOI92I8G6OpbowmWjxeUMXj8TDZwZ8+hnqLarEzl0fBjYwfX7f4Iko/40LxOrBFKcuyA8gg8/LoLRgMqhBRgVvrZHMm4+TB85eLaDuL5JTLcrGIm5CLrv0Lkd/rD3TfDbx/z+x/dM/sv5eebJ0e2qZkmanRcmxa1oa3jbr7SqvPkX3MuubbtV6rpHXvXIhgNjejkkN/ekahRa/5ubWYz3sWCRYxU4Hp9ZGKR4ybHe8t3Hl26O1UzPDOrFBZlvP013/Sv7qzYT70yps5XzlBYbQ9ZmN7wnBrep6FKhy9usn49shzZmfvcylsvgCbL+CNq+3tpcrg9SkbL5yqGefNeFD5nEJEGpEiPx7Dy6+CteWKFGVSzuFv30nyF+MO79fTX/q1PrlIWW+yzLWK4SeszUFitsoF6ZqWJz0dvR+WKk9bo+tqbRx1eWMycqRG9kGpUo+sXOAcuFw1s03VpII9niiDrNGJGgfbn85VNzLqWy3mecZP/OLn6MlTQmPhZ4HMOB2O8kaRRMB6RU6sNrZsFHAjhQwvrhafF8EPBDXOh88e1Ah+ZMnG9UEhSJZBbJN0Y4oCxAZ4xswRLZJaDQK4HH/p2nbWYbB04bZOHf6PA19OsflJTB5V/94micqWOCb8Hj5Aqr5nSx5flS2UjVUKAQm+Vw0o9r2Khda/XyYX4cOoRRyluAgfjtUbVoijp6eiIl4GA5EsE4rNVpDBQABV58B7wRjEGM8nnzMYg964ptzYFXEejk+9zZ1BBL225f3ulpFpjtw+dhuTqUWE/Oa2mz5+zfrdIW4gbvfj2N1PwtmjuOOnsN7C8HVx5mTHjmUH8+jE2becWs2U6Wc3nX9lZIeK9QOc28DqtkOu5c49k9vb7ybLXjNu4xcH1rxsme6Im755YF975007uJO7ax87tcPXc06e2vAnb94wakWyY+d3PnlqNp87wZyMPWdjwZjCX1QF7wVXcGG2tgRV1ekUzXMRa1WGw2odIdU8V/J85iOmnCIUIaXL9peubSf0l1Q7ams79e/LtJ22NpXiogtHp2WaH6AnW5uQDsCe2f9C4A8A/xnFhavfSSsiwzts9X94p/bB/3U5VvW/JvBUHik8fFpf/d8XHua7Chf1B0wXycU9cySDgZVA5aJ6ruN3gbLHyc62JcuC1TXLfCVcdRN/8nmPmumTu4qprViJ+smOyHRHyorPAjl+AH5QcVS9MKCq13P828eiQnPbxdvGZ7+4aSgWY5vhufpsikFxmFkdzEnunvxHn7DitVln7x3jyRxHKS5U1el4bJmtsjk73vsH1V/C63+/2tSicnbtX+4Afx74zkN/8Dw92Vp1+JXtmf1PMy/LhLQMKiabaju+zbrmscozgy7WdcqZKn8KbytnX3x34sIMIxuPtJhc21UxsV26ojJRjt79ZJ7f2por//iauHxr/nifgR8wt9ibvzXFPzN2mEB++brFfGLDiQ/S8mAnzC2/YI+mPP5PPkn9uQOUcfiz5LIJUfOnp1Gu1bmUv9zPttOLv6xgXdvOKhz9j4f+4E+sVry0rY1KB2DP7Mue2f/1wI3EIW3Ssi7Hp+6S9WngvebRpyyzS75d8VT6DxwXycFNuB5NBYOJnuPVRmPhGpdxkvCXUksZr3NcfknqeOk4cGsZ6HX1l67XMmWr+MtlyDJj1rWNrNK/fNme2X+2U6mWsLUZ4e/9/+29ebAsTVre93szq7vPcpdvm/m2mWFmNMNmAYbAOIwtkEUcoy3sMNJBYeEAIpAEwkYIhKXAODy2ZUIQgULYYiCEZS1YSIYrB1IgQsJXEiNCYcv+AyIgZMZmmWEW5vvmW+52ll4q8/UfWXU6O7uyT1ffOsvtW0/E990+T2dlZT71VnbVW09lmsNvAf4icJNgy1Tmt17x7VLMw/w2rImvn/i14etUUo6P84OOxYN+Hl/3Jf47x8e3zfWDrvQ2MuXrslepUXys1tFoWQtjRIypc9NnvHovIuLreeXP9mUtZnfHUxRzXhUtSxVjlcIu9MGNjB+//3kt33Gj4gXA2OOpm94yOn7HsAjtABCj4PwAdIAF9dXPi3G76vyrU5EbpQF8NcGbsW9aZz8+Em+MQaJ4cThbYkK5s/8ZKdXd+OgDs//r99RMneBUpUpHqVdhOlW8Nxry+qbKyQsisUYh1RTewPWArRZQqYyeHrY1XlafU+ueO/W+utKirLb5VeDb7vo7v0QH2KYB/w3ghYavunq6vuo2se0+rspadpVatK2rGy2MCc6UNM6tXa5cBNndDTNQOrfAMxyoKEI0QZsWhtkHX/JiB6Y4mp3NyOkN3PvCGzp9YSTo4mgwva3Mbqq6HaKsvTIoHaMj/OC1gZGZnJV3Q3A7qLjkNV2nmBK1s2r2IABVBm+ecvuXXkeMJV6jRUuHvvV2sxYNGmn1g5e5+3kaz50cujqnVuF/uuvv/Km2DWvCNqV0VgVUE3xLfhVy2zR4Ajfex0WirRabtL/tcViVNlsf3i8PcIFffulWFZ1MlLJc4pmVnmQ2Tik9w88e6+DhdGH6ZeNhcOQQt7imoVR1+aH6xTNP4Kig+PTA14N9XV5KkBLfFNxmxuIC7SKUt0f43SHpglxS2OqeYFkLZTnFIzkLZ8BlxEvbc+eir1zbxmOX535nP2TbZMv8NeBLgBvMBaofisRplJiHvJ1qXeviKqtYai2rb//S8rFLIeXjW9ImN8IqB058yxtrQQPflRbr2jLrOpv4+ha+rUarnBOLWqhawuKwIBIWhDLGAVa9V6nTHUWBDIeuSutAWXpKZ6oFrxz3HlnuH8H+jtMb+1Z3h/idwu0cid356ITJbePGzxUWgdHbzj3zUW8Be/KyuIe/y9jJbUGc8X6IefQ+iuIYN3qANWPwA7wfIghWweEJc+NYVIfg9hCZ4QanWDMBUVSt0Xtf+YqxRzO3+6kjO3zzBEYj/I0dzyvPGR1Pvbz+ltF7j5Db++iLzzv2dizTmerrbyFvPQgWVWOc7OwEjZyDshSsxQwGDhtm6tTZzOtslo8XEcRah6m0c86pd/Xzj1y8rDp3ri5eVp87TeNL7txpY8ucVtv/azrCNqV0DPBVwHcA/zHLD4HWOWgxHx+odT6vCrAcf95gftG2zPS2c50fhXibtP/naddWo3j7rjRa0kKKwiKysNA34GR/zzIYKITfBCBYFGelxXutBv2zPrt33jb+5edB5nZKJbhzqmv9M4eNgp6+U3jzSwaiBif1JG2KyhRGDxBRHBLbKfE6qPoc8Tj1u28EXuI+l87d/vjUitMFGyfeB/eRV4c1C7z8f5+wnE4WraiqToyxdfIo1sJPJpayXI4Xa63YApgvr6iqXsvSVC/DXcQ5FW9/YfFyDt/V+HIC/AghnfMbdIStGfBj9LbMterZWltmW8hgkK75GvibN8KPQdqYybREdan95btfcPrC7eXy9T/JPo5eNbz9BYXDLtovzQSGD5LBG1ABtfg4+w8gpbLzZoNAXrn9m+Nm4RqX5AX5ld9QCXPkL8KY9AcRAHdyUuL9khZSFE7ssnZ+NiVNjcXV8QTEC+3PnU3Gl79819/5ns2al8c25fABODCHXwzcynzdlW1qFbrax5Nuy1y1zVVpkUM7jSTT/pwtM3DN+5Bcn7XtcegGDQvDn7PfbT53cmh7bDbR6MsOzOE712/SetiaK/wDc/hHgO8H3k2YXqHJypXao+rPqT2qiV/1Oc4h5vhV1rI0bxiXiQ/QeVcuTd/X25+nRdwm6F6j+HOTLjmN0s+xRpuc2HUabZ5SE/FiLZFFMezPGCd7e8igsmuGCXusTiaOkOde6JsOrHPvegFu71e8hB+HycyBoDuDef9FjBvg7n1ewelLoR4Ng60pjnGj+4gfVH0WUAn2TiwmpIjUV4OzqMXbicroHiJhzs3wMFfR0VuljB6W1BN1St1r58Ga+ctg3oNX4ZOvebl/hFS6AEGX4dCLquKc1aAFgNHZzOl0Wh/beVyIOCkKgl1ozqtzDlfm4iL+3HROrWPX7DJe4nMnzf037a/Lc2RWtfdfAN9119/5f1q2vRHbNOBvgy3zqnAdtbgajYwJVsT4vDAG2dtV8V50Mp3zIjAYhHx3ZOPUwqLvflHZ2RF7Mjt7KUoFZs/toXvDkN6peucNHL1qmd40unMfsbOqHmB6EyY3JUzjEKnhreL2oNxTtJ4rTWF4D27/OtgSzt4QUMVMld3PnCJhlk2kqh8j6P37yKMTeHi8KPj+PrIzguHwLBulzuHffEtxbsG6Ws2u2Rwv1iqKNE5k96THS2/LvDJsgy3zqqxll2Gza1tXN7bMPJrrqR/GLnLoyalfGOwh2DinU9XEximlw771CHs0WXgDVhTMpIRwdX4G42Hvdcf+697Vgz1Udq6JLpWvv5zdUNXBIlfeADtVxEcnhAh+ZJCZQ/zcKioQ/v7Mm0g62AOyt6cyGi08ehBrwatfeE+Bs2fXzcfSOZ8Z7FfhSTl3elvmFeG3CYuX34y4tk/Oc3aqVS4CIW+zTK1lNd/kCriO7oIiw6dWufizZPicRjn++mhRTcQWXJwC9Z2x94F3DjXGi7VhMXVrvY4nRiZvonu7nt3dwE8m3j54aOynse7ZG86/46bVosAeTXRwNGHPazF9bsdN37lr3cgyOHG6d+S4/ZvY8XPWHb9S2Om+oRjD4Bh/8xOY6W3cyUvYcj88uL3xyTCnPqhTg62v7osT59ytocWpMxNnpfRgBKw4vvhzrZ5OPG+8bbj3KKyVOxg4xmOrE/EyHBotLJQlenwSNLKFhncc/DwujAnxEl7iOsfhJUm8aBov6547FxEvm7jdYL1zp834UhJSO79FR9imlM4A+IPAdwK/N/qqaZBPPbNNA1jMr/M5t22OfxzL2Sr/8ONYxR6nP4+rUZ1rXVejOJ+6jhbtPdYitRVRI4eKU+ca+yODgZUwcVs8C6XDGMtggER9UPAMCsON/VA+4rUwxj27DyIxr24gnLw6El3gVVWU4QmigjN+Hi+q6kf3ZgZNJlxT9WbqjaguzsbpvTOfftMyni7YLwHnT8e2WvT8TCNVdThnK+nOtIhm11zSKPRf5vqGDRzzFQWuS7xc9bkzBX4C+NG7/s4v0xG2ZsCPcWAOPwW82vBVl7apHNraGntb5uPtows0129MOpVyKOxcY/tlOHRmOFxuv7Vg7bL1czhA93aX9uGHBf7W7qJ3HihHwslLI49J7JFeKca63AFVhm/PGoUzE9fM/9ZnVPzyi73++CSeE3++i3LWqIU6lzmW0mgHDWk0fVLi5TJsmX/lrr/z3Zs1L49tyuEDcGAO30d427YJXVkRV6ErW2NXAdu2/t6WOcfVxUvWrnnh52zLeFn+QazQ2zI35wG+4MAc3lzx/UbYmiv8A3P4tcB/B3wxIUDiX1TPsq1LIz61eD2OFTFnM4y3jXPdROXjAIhvQSXDp//mysX8eVrkrJs5q9wmlsvH0aJub1Mfm7RJ+fiZZU67uRZhTppFjULufrk/xjozGlFdmc95VUdRUL3EtajX3q4wGhpUXZVDMYp6f2NHdXcUyoTBXxT86QsDyhuFOeMVxCnFiVesGIQwL0S1hcfr7tsupHXcmc3TqKi3Ey9nNs0wK6fx07EvXrsvMgtunsqaaX0hnpMxzEqDV5VKCzXG40pwbkGLKq2TiRcBkaDLmY66Kl7SuLioeMmVWz9e5m3KnTvrji+Tapt/CHzfXX+nkzz+Ng34nwXe0WKTTWxfNHzXll+1j6tCr8V5CEOjNLxYpYiAsYsZGyNaTbE830YEs7enUhQQv80qAvt7ynCIOHdWXkXwt/fRW3sLGqnAbN/idi2DE4eZzm2W5a7w6D0DJs8ZZjerur2y85bn2V8r8UODHxrq9W3NxGPHJW7PUu7ZM94+GLP7m/dhd4S/tcvZZGzHY4rfek0FhFFk1yxL/P0HGgb5edpGVcGVcwFijVS1Co3ti5duz50fv+vvfFsXjdoml07u9iiXb6t/lVPET9JTNB3ApoerNb9qOoXrk6tur0WufD3uNPGrnmFc/2cbYW745XYa68WYJV5ns9ipUteBTqcCyTKLYWUqQaRE5ExvUUVOJ+iNHU+0D9EwG+dg7BemaxDAlMrRuw3YhR8fxu+wlJ9KuiuC37GUN+yiEiK4Z3YpXzVqUkPo/g7c2vcyLRf6LEUBxcAxmy3Ei4igYjaJl7bnzib+9jbY5FlYLm/fxK9KpbV9jpjFNg34rwM7wH7E5exUddCkB9HTbKdqsmISlUv3Edsyc/u+aAvZ41oUV2nR5FKodYlvfSGvUf1dbt9NWlyWzW79ePHOqneKGKiXSfQ+fsC5EC86m6GzmZXBwMtgEBZMn5Wqp6fw8FEhe7ve7O0arAXnkPHEmwePrN7ad/rsTctwgExLzOnMi/NGdwrn90fWFwa3Y5ntW/f8v1Y7vaXu9AWx5R5IKdgx7uG7xNoJbvRIrT0Nb92KU1dMsWpwfiBWjWJmMHhUOjtVC3g1GASk9JijiZOisGqsl1k5f+HMGm9eeLbAe9WjY/RkXK0doNWCM6pVJFR3MHpevDSdO23j5TqcO487vpwCv0NH2KYB/yuAP0qwZX4J81wfNAcDLF95nmeVhMUrDL9GmZiP60wDwUR8fdDjekzCmwZeIz4OxDiIUgtaTqPztEj5x9GCDL+uRudpkeZp22pB9H2zFuodzq8dLzqbqc5mEAw3c/74RN3pGHNjn3ohdgG4fyTy6AR59hliuybjUszU6ckXPidqxGPEisLwAWbwUPXkJRFvKy2M4HbUnIzE3/yUN2YWeAHEY2WifvBwZkypWiWqghYebx6cGDOeQcjLgBHDcOBwpp7uWKsppoXbt5xaY3nwqOLDZsqSXfOi42XTc+fi4+X88WUG/CzwV4FfbOj3RtiaHH6MA3P4aeCVhq/aWg63wZaZw1XaMrvcRxfI1d+lzS6zD1leKL0oMA12TYoCbt/0YhZXN/FDw6PPe24xjUPI9R+9Ms+nx3jmN8rGDg/fnqo0ODztm4+8OL8cL2XZqIV7623H6Xg51ZW8oZugbUxe1blzGfHyP971d75zs+blcZE5rytBNcPcbubrXH9zwbGJPm3rWpW7u0i03e8m7exK76vSIteetvyqfbTbd8M0zitraY9u2tlotu9839ft3OkyXt57YA5H6zdpPWzNgH9gDv+9A3P4T4BPEBYxh/mtUn1ZUVuf6v/iy42a88ztVet+1uhzDZfsS9fg4zpchs99n9s+t13ahiYtNCnvGz47ztfFRX+vqxENf7fV6LxyKb9pvMTl28dLmIpgroVzigtLMKqq0xrTqerpWNUr6r0L0zuol3HJ4M1jj/PgqklrnPeUnp3PzryUHikDL06dOMVZ5/Bh+6oNDlXcSHzVMa/oGe93B/WUcvV/YT/hZmNJI9nfVQrrq3F/ftyLwmFMsy7z1Xlr/jrHS+7c7SpevgZ448AcfvjAHDa9RLoRtialc2AOXwPeyfpWrvTByXXgL8Nu9iRr0bVGbfZzsX0WoxiDFFaCezF8rcaoQLB3umo8MILcvKGyvycyncEsTN6mVpi98yazF28xvD+heDBBFNTA6cs7nLy6x+4bU3Y/O0V8NSLtFcye2w2TrdVr8KqCB3tagvMqzssZ7zxyUk29AFLbOMN39dQLc/ulTqe1XRMZDkWqbJQ6h59MFFXMYCBSrYKo3uPHY60eBj9t8ZJLE/34XX/n21u0M4ttemhb0M42lbN3XbQtc1X5q8o9ttUiV77uQxO/zkOtmG86bl1qtEqLNvGS48nU39xnIyKDopTIlglAWYqGq/Z5ea/oo+Mw931sy3TK8LVHDE90IaMiHvY+PWb3bb9QtQDFSYnf99Wj2/qL8EhYZuViPl8ECgvWePFqF/gw8Dt0MV5kOMTcuOGZThdtnNZid3YkXT29mrhNMtNXbBIvXaFtvHRly7TAIPNda2xNSgd4m2BhilEfDN/A2wZeWbRNxTwNfM3Zhu9ydeX27ZkHboz09nJTvq6/iW+rRVN/Ia9TbptVWjQdN5fpwyYa5bRoGy+5Y08Dn9/GOdXxuPCzWZ3KQb0PqZmmfas6PToSPx579WFtFp3NcA8fuvLjn8B99g2nk2l1te6hLB2PjuFk7HAOVMOLXUPr7EmJOS3Doi6Ve1IFP3t2V2a3Rt4PTGhsSEh43RlavzPwamteoSwV5wq8U9TPr/rVK6OB5caeMkjGORHFGOpUjqriZzN0MmmOPWPC+wj1wiyLxycXL/G/j8O3jZeigV91TmkDD2Ft2zca+I2wTQP+vwN8L/AxlnN66UHJ8fXn9ODWg2XK14EQb7uKj68GNOGlgdeovCS8RHy8TWwVS+uq+bZarKNR3ee0/CZaNPGrtGji479TLS5Co8eJl/nxL0uv4zFalvVgv6hFqNVTTyc8m6k/OsLdu4d7+FB1OjV4jz46Evfp30HH45BqUQ3DaumE47H6oUV3B1BYEUCcGnvqNEynUO3PCDowUt4aeT+s3ZcEw6a1RkcDr4bwkpn3cy1UHXr2qMKLMYi1wu6OY+fsOaQLi8CIIOLVe/zREToeu+iFtVCnMdRr6kq4m9DoDmZb42UGfAT4BuBDdIStyeHXODCHQnhR4aWGr1fdfl03W+ZFoystVqVY2u4jV/4qU11dxcuqHO3iNmGqhsaZOhGWFhOvr+6Xywr2Xa801AgRhgAAIABJREFUGnvcS8/SZKSZ3RiE1bUSFG+deuOWZ8uUh0dO5u8fLParaabR0zFMl9vqJxP09HRZ7zDAL2mxcoWtJydeVp37P9ZV3j7GNl3h17hBPueVC4K2/Cpcxj66QFft7DU6n7/qfbRBy/022y+123ZeN41y6LI9LxyYw87H560Z8A/M4ZcemMO/R5hioZ4eObVTacKnt2H1f6t4PYer0WQri9tS85rh21jE1uHP06IpP3meFnG5pv8kU6bmr0qLnB2zjUbrxMuquMjHS5X/rm2ZAKrqw1xjqo18U99Uw9KMi+WDnfPhiQ8Ll1c2Tq8Or5jjSW3vDPXVtsyR1arBvuqkU4Hy9hA/MHgrvsraewUQQUXmNk7V0K/Cxv0/+yxFoVi7HC9h4fiFeDmra7vj5Q8Brx+Yw794YA7bTAq5EluT0qnern2JvMMi5euOd2Gn6oJve3ta8+d9vw6/LVrk8ORqZEy4WFafLqyuYoxoGLSX224sZ/ZOEWR3R2V/V3QyU5nNpH5oy+199JlbcDJW8+hUxPvwMPeZPcpXn0e8qpnV0yiH4Xy2Kzq9ZTl9eSRuN0yTM3pjzO1ffaDGCbo/EorAM3OYe0fKdIaUpeA1MuZoyMUXhWBMmGgtPHgO5e3colqlcFS9Z2lSuu2Olxnw1+76O9+RbW0LbJMtc8T6g33NXydbZjpvx6p9xnyb28hVucfrZMtM5yxJ619Xo1Xft83D5vqc43P7bRcvYU755fLei3rfrIUtFvP24UpfxHskKi+qcP8IOZnGyxkiqth7x3DrhjIo5hWJgBUefnDXl/t2wZY5eecu01fVjR64YqH8sEAFb6YzO6erKq0VrI0fwCKDAXZ/X1SPF7QIs26KVC+otYmXJlxGvHRlyxwQJoXsBFuT0gEeERYNiKHMJzZK+SabHTTbpuLtmrjcALHKlpnytYPjvBQQyd9NqZgcn7oDIK+F0mwtg2W3QrxNE+p9pFilRdM+utQop0XbeMlZVMnwFx8vrkRd6c+upEWQ4cCptWhqabQ2pGhUl7Qzn3pD5DNvOU4n1HZNb0Vvfnxqb35s4gdHwd4pM8/exx7p6LfvF3LvyDOZ1YkcZFoig4HR2zeUYXi0pqqoc+h4rHp8gs5mnFlRZyXMSqUoinoO/vo7VGtb5lwLEcRaJ0Vhwt3Qkka1huvwm8ZLm3MnN76kKb4ap8D9Bn4jbNMV/u8B/gTw7cAzhF/G+mSJBw+J+PSK0UV8/MsdX1XE/KoycT4ynhUv5dNbufSgp3x6pSEJ31Rfyje1Iy0T84+rRRPf1IaaNxk+p0WO31SL6xwvOS1qBF5VcSVy40adG6/W06p2b0ydG9fExXOmkTgPx2ORk4m6F2/jn7spgLcl1jz0Mjiaqn14QnHvRAAvHqsgMis9xprKd+/EGIsxUBReTyeGe/cjLRROx0t6iTGoiFMRy3R61i4RCc8RRGz1dq4SXlsDEa/GWMoyp9FFxcuqc2fTeJkAvwb8MHCHjrA1Ofwa1ZPtzxCmWUjR1jZ1GbbM8/KJF4Xcfntb5vnt2cRmdxl6L8Hcvt0831qVM18X0w+87BkNlvpWvHbfmUm51E4tCieFXeYfPISjk9xulvTTskRns2YtKm/+Qnnv0bLchnj563f9nT+5WfPy2KaUTo2C7vq1SdBsmje8LriMdj4pWuTQZfuvVbysuABs2c72F5Ib7Lur8heNTdqzU71T1Cm2ZsA/MIefe2AOfwR4E6hXe09zddLApykEmOfTJMPT8He8D43+Tve9bu5dk7/bWsjOszqS4dN2nqcRyd9x34X1NHIR39SXtK3nafS4/HnxkosLScrFfV9Xi07jRcuy2ZbpXDOfsX2ae0cs2DhVPd7jR4Wc5dfr8t4rM2fUe7R6A1dVVb1XBoNqvasF1M8bpCbO6qpWT6nLJX1c0EhV69nbLiouLjNe/ijwsQNz+F0H5vA2HWGbcvj/jGDLjPvU5ISo+TRfB8u52/P4+CRu+xq3zfBpeUn4db8n833K5zSKXUNttGhqo8/wdfmcFimf9uU8vm256xsvIrayKIrW8+M092WhT3p8bFQEGQ6FwQCdzUSnU1A1iCCjkZHRKEzSNp2vwyvDgWE0OqvNvvlAzFsP0dt71j93C8ZT7L0jzHgWShTWqDGqZSl6dCLUb/7u7Rpz+2aY0vnBQ2Fc+SqMiNhCMUK0HGT9/MFX8+qYhVkz64eykRahuIIq6jXM/yCmXkYx2D2LwshgELTzHj+b1e0zIFS+T0CvU7zsAJ8D/CXgPcB30QG2acDfJW8hvE62TJMpn7Nl5n4wNhngtYEn056a78KWuarPbWx2bTXaRIvrZcsEgzELUwuICGqModmWuayFKjqZGJ1M4u8DPx6LzkqWcuHTmTAc6Nl8xhAWVb9/jLl/sjztQ+nwxw8dpVts/8kp/uR0WSOvKE7ApA+NUeeMTqfLWqgabMOUE4pRl0yzIAJijNndWbScGoMZDo0vox+SujwiYQ6gTuKlK1vmiPmLpI+NrUnpEGaVKxv4JtvUKr5Lm12bAaJ2aqT7SFMzKd9kCcvx0sDDasthF7bMVYNoW76NRpto0TZeclo0tafm2sWL97aeEROI55HpJl5ceZb6WeBPx6Ljidezl24Vnc7wR8fWHZ/4erlCVQ2TvYnY1FcflmvcM7K3q8TPcHdGyAvPqXn+WRiN5vU4j5bOQzKoiyBh4ZSGh7fiK1tm2jWvkwn1DKSB8fjp1IcZPb2evcxWz+zZrN0m8dLWxpumSGtMgKMGfiNs0xX+1wDfAXwzMCT8MqZXUvWBq/k0x1oPNKv4eDDKlam5lI9/xeM2xLxPeE34dD/x9ybZPu5zerKkWqT8Ov1M+aY+57Qg+i6nRcqnWpzHn6dFqt31jZcwxYHVC4uXYOPEWsWY0A7VYHEsS0LCP9LCe/xRCdaoBNunFxGjBsVYxVrMcHjGo1pPnwA39gQRjwQwHHqdTI1+5vV6AK5er60smoPiLF6qi/XqeIhSXZtjBEQcxli8Uw2pKa2mbvZ+NrOVoT/RSG31SxrHxXlxdBHxEqc/DTAmuA3/B+Bv0RG20ZY5BD4FNM0/0aVtKoe2V61Nt+WXgdx+22q0qv1dXdlftEZdabEqXtru40q0qHLdyzv12rzfwi4tqg7AYOBMUSzbMndGyO7yi6P+/kP8W28v91kEscv2y+pLT8PMobhlW2by3ONx0dWxXBUv/wvwTXf9nU4H6G1K6dQoyd9it8Um9bS5vb+OuIx2PilaXAaeFC2uMq4b9/GkCMdmTZ12PdjDFl3hH5jDdwN/EvjTwG3Cm7bxrVWN9JariYfFX99N35xM64xv49I21LndNI2R3j6ex9d/p6mBmI9dCOtoFOed19FiHY2atFjFx3V1rUWtR1fx0laLy4iX+u+VGsk8peNExFZWSEGhSpPUfGhHvQ7vIq9irZHhkJoHwvQNg8Kwvwdwdmeg3jsdT6z/zOuNGklhkTDzJhLGrNDmcHEfckDVPDuqavFuQQut0mFJ6uYy4yUtn/az6fME+H8Jb9r+1F1/J/u2WhtsUw7/F4GXCbn7GrGItoGPBzJYPNFSvj54MR/nRtP66+CI+Thfl7op0vpTXpJ/yfC57XJ9bsuvo0UTv44WNV+fGEtP4ZI+nafROhrGnzfRIlf+usXLef9q9dBT8B5EzNzuGM3UKcaoMVT58LC6VlmCtbaaIVN1NjP1g14ZDq3Z3VUQdDYzHJ/A/Yewu2O4sa8I6KMjy8kpErY36n1YrddaizF1AwX1XlVFvTdn6RkREVs4NcYKGpZusba2rmrVBzl7NrCeRtchXkbAFwMfBv4N4HvoANs04N9kcbCHxQcuKZ/LwzZZ4+LtmrictbALW6aNvk/Lr+Kb+qwZvo1NEPKOkviB2Dr7yGkRX2WlfHqy1DwNfE6LWuu0fHz1t077WcHX2zVx1ytewjQLidVRRZ1b1ki94HR5NSvn0HK21H6dTvHOe0nz+adj9ORUiOZ8PpvK2RgBKUkXdPcYLctFLVRRV1qRYiGfX1lX7dxvv4DLiJfcuZPjc89ldgkZi06wTQP+hGbxcyfGqhMm91CmiW8KhJrPPeRs88DvvLa0aWuufK7POT6n3ao8b65vbfl1+xrzbbRoGy85PteuXN9yP6IXHy/eo+EKX87mnp9fETfUV6dHRGoLpgwKZDSyeK9+PJbqhamQ8hkMDILio3nsjaF23+hsxln5okD29xRjrZ6cUk2cFna1M1KRHaPj8XxJx6LA3Lqpsrtj9PgETk7nzSwKNYOB6Gw2L28McmNfZX9P9OhY9eh4cZ2BvIZt46XtOZXeVdSYERw7nWCbBvw/RLjt+TrCQRixbFWM/45vo5usa/HtdIw0OuITqUYcHE37bGpLvX2aR6zL5/i0PteSX9WutB+xFqlWOY3iOpr4tA3nHa9VWjyuRm3iJdVi03hJfwCuLl68t9pKI7UyGHizv28I0y4LoHY0EmYzr2Eu/3m/DSCiMhhI7NWXogje/d0dqpk9FRAZDRXnhdPTM31FxOpgENqwv+sZDAwiXkQso5Hn2WeM3rvv8WqkKk9RONndtezvehntGFAvxlgdjTzPP2fda697xpOuz53HjZdT4Bj4MeCv0hG25qFtjQNzeAP4OPB8w9e5q5/c1VKOX4W2deXadNHotTh/v11q1FVd10ojc+uWN4PlWTR1OvXRlAlzWIsUDdeZgwE6Gi7bL2czdDzxkmpRWPTGvkriIdWyhHsPlusXgWebZw4tf+vjy+VX4zLi5aeB/+Suv+PbNm4V2p7ATwKOCbdBTViVcmjDr8Jl7KMLdNXOXqPz+aveRxtcZVzkcN00yqHL9rzd9WAPW3SFf2AOnwe+EfgzwLtZtqDFt87r2C8f5/Mq+10TH+fvcny8bdyf1CqW3vLXfFur2HXWKNWiia+/i2+d19Vok/Y9lfEiu7vG7O5Car90rp747Ky8qjqMsTIYpOUd1lrCC1lhwZSad95ychL2VV39h3rEcutmaH/1xq6qOry33HtANc9Q9SS46uMzt5AwAZtWLiRFVdynP0P1cDenxVXEyxT4V4Q3bX/2rr+Tu4hthW3K4f8r4FXCU+0asc3KNPDpABGfIKltrj7YMX+eRVEa+HqfqdWrPtA5Ps1/17/+ad/qculDQFmDz2nR1DdYT4v4IdU6WqyjERk+vXrxEb/Og9KcFk93vFQDcCh9ZnH0gNHTU9x4jIxGYeAXUVCDNWAEnDfqnOI9OptZDatRIaORNTs7ikiY2G06BQHZ3bXcvKkYI3pyajg9Ba9grWE48IgYLcvwUPj4BEYjIzf2vA4GwulYOB1TWTYFkcqvL4oxyNEJWCM6HHishdOx1+Nja0TQokC9V7wHa70ZDsMqXWHWzvgH4bLiZQh8FfDlhEH/v6QDbNOA/yyLgz0snjAp38aKuMoNs2ogamOzyw1MNvl3U74Oqia+rRY5K+IqR0wbW2buuHWl0Sot2sZLjn/y48UYXbJrihh1btkaOR6LL2xphsPFRcwLK348dkynC/XoZIKbTgWReR5eQU9O0dOxYGwpsS3TOfTUGYRFS+hkgk4mBmuX8/+qlqJYtJw6Dydjq0dHC30WYxBjLGFqiXl5EexoZNxs1jZecudOjs9hj+ZpYjbCNuXwc1MqmJZ805VijSY+d/XYFCDnlb/oh3GpU6ZGWy1y5VfplutzW74rjdpq0ZYnwz858eK9qHPzmSbrxcQzfdbxxLqTE1U3Tz1rmHwtHy/KwkpX1YyZqmW5NEOoL2fqp1Ojzi2ujlUUKkVhYuePquKnU3WPHuGn08WZRlVhOCSevbNeWN2Px/hqUfUz3nukGAjGLvYhLKDetHg61Zz9bc4pzfCO/DPJ1timK/w/Anwf8Puqv5tsmY7Fkye2U0kD75jfZqf5USI+voWr+TTvp2vwTVawJntd0/dpudx25/V5lRZxaiEuH2vRpFGTLa2NFjn723karavFKgvjeRrVJ+pVx8t5fd08XuZ2zdVahMHd+/HEVukUUy+oEvXbV8UN9fybikSrWYV9qhotS0XDbwJhcZKQRppOFRHk5s0w0NdtMUZVVfyjR46yrNtm/WzmETHmxg0n1lrASVFYtdYDxh8f++pHKdTvnNPJxDIYeGOsAXw1sHsoLN47ZJ6qFPBYa/HhTeAFjURsNJV1rcM68XJa/fu3gR+gI2zNQ9saB+bwHYQ5KJ5t+Dp3VbSJbSqH3Da5fV/GlX0TLkOLtvu4Ki1yuIz2P2XxItBgjczuI0zNs1SXFAXm1q1GW6Z70GzLNLduNdoy3f37jY2R4ah55lD1zQfGuUaN1LlN4uUfAl9/19+ZZr7fCNuU0gHgrr/zBuHXsQk+w7e5JT8PuW0uY99t0Ha/m7SzbZ/blu8KbdvTll+1jydFi8toZ7t9569WtyFePtH1YA9bdIV/YA73ga8H/izwu1l+oJL73JW17nGseOt8jm/51vkcb1/fRl5XLTbRqLYWxp9X6VL3fxMtroNG62rRRbys+3nD/kj4PH842lxe1YE2a2GMsc88AyzYNb16b3y4Yl/SyNy6JdWqWUIY+xTAP3okZzbOWhcRlWJgzmycVV0h9aSmdiotWEW9t1WVi5ZT7zc55jPg5whv2X6kK0/+NuXw/2/Cor/7EVcfxFW3VPGDsvNsnCR8nJNNyzTxcY5Uk/I5Ps6t1m2VNXiX8HXApFrEGuW0WEejVZ9rLWLe0l6j2HJoGvh1Naq1SN0vOS3i77vSIu3z48TL42jRFC91nyAfL23PnYhX5p+rfP68VOhTyIU3a2SsirXo8QkU1lAMPEaMTqfqx2fTzpxpIaORmt0dUz2kNTgfplEuS6+zWeiDMRJy82IZDr25fdMyGiGlEz059Xo6BvVOnbPVbKKIMVrNHOrVexvP4Kl1b1Q3jZcB8B8B/wHwQ8CH6ADbNOC/yOJgD4snTIz4xEj5nDWu6YSsP6d11fwmsx+mvE3+fRw+DbSab6tFzlYIy3nJnEb1d6tsmbk+dKVFE982Xs6zZbbR4umLF2ExDy9ImFpZl+syRqQYLC5iXjr8dGZ0Nl2OF2Osfe7ZpZlAVcTqvftnfT7bvbXWvPryYvmhQYYDWz56pNGVOmGWTmdpys+rGrSh/XmNmmKk/rwHvEJH2KYcfu6WJ9fHHF8HehOa+KaTouabrhJX7fsybJlNWKVFrnxOiybkNFq174vWqK0Wq/g+XgLaxYtqeCErsWVWxHJd3qPlfK79urx619gmsTbMxRPZOFUVnUzPuDSl7e/dR09PF8uPx7A4EVy8l7Za5MYXXcG7TF2tsU1X+P8p8N8C/yZB1LhvsYUMlnOQqT0qZ5uKeaI66yu5HO+TbePcYt2e1DJaDwypHS7mm/7Vc7ZPtUivOlMLYWxdbKtFXT7VoqnPOY3ivqzSaN1/z7NZNmnUJl5qLR43XlKN4gFhlRYxH+f1z9Ni3XhJtdgkXhbjwnvR1fEy39Z7o36KBstjnTJZ0EKGQ5UwoZtT54248KPiylKZTg1auX6CXdKoSL36lufk1PjTUw9itLCe6SyePjnSIrbvSMVrl/Eyqbb5GeAH6Qhb89C2xoE5fC/wy8AzDV+n6YYaXdrsctu05S8al9HOJ0WLHLqMl23V4nrFizGY3d0lO6Wq4o+Pm/caFoBZrtzlLqyFRmup+i7j5R8TbJlHme83wjaldAC46+98nDBjZhO6tE3l0LauNumATdC2/q7av2qb3Jl03ayI1zFeOnFrrEDbeGl7LFfhSYmXro7ZKo0+2vVgD1t0hX9gDgfAHwa+kzDpUI2mB2UXYb9rW2d6a1/z9QFp4tMURo30dr1G7Gqp61yHr/fXRrvH1aitFjW/rhZpymtdLWLd1+3P42iR030dLdKHo+dpEeue9pkM31aLy40XEczenrBojQw4OWnWokrnxHPxqKrH+0y8yFyj+a2BQ32XWkyBvwP8KPBLd/2dTgbqbbrC/7+AnwC+muVcaPqgLM1zpzysfnLe9DlGmkvP8fX2cS7UJ7yL+LqtJuJdhs9ZEXN8qkWOj9FWo3W0iPlUiyaN1tGiKa9d13OeFrXjJuXT/nQVL34Fv0681Pw6WhjO1yLlz9PiauNFVfzxMTqZWHXOqyo453UyyWvhPXhvVNVVD3LjxVsatFBAF+NFxGAsWEs0h87jxMsQ+CbgF4HvpSNs00Pb9wA3Ei5ns8tZyyxz21S8TR1U0sDTUFd90FILVtOVW7qPrmx2TX1uOhnX0SJtZ12+SYt0H+dplOM9F6tRTou28ZLT4qripd7Hkx4v62rRGC9almiYHwfW1WJuu1xTC7WIqR/4RqWNbVrQndXjS9NnS7Blvo+OsE1X+LlbnlVXVW34VchtkwbaeeUv+iFdV1rk+FW3nW3ryrW1K43a1t/lMevj5XxcrBZND12HQ8ztW8hotFRWBgPBNOxavWiTtTTXfjFmxVxCOXSWd9+mK/xvBb6fcKU/YtkGFd/K1b/YsYWs5mHRTlXzPvrs1vwc5xnTeuJbwjSf2sRDe+dDWlf6HKCJfxwtHlej+pilGknmc12mDep+ttUiFy/K9YqXeHA4L17i78/T4iLiJdfnXFwkvDTEi+bjRUQW3ZThs+ztYm7dBGPC4H7zBqji7z8A50O6BlSKQgGj06mvVvMy1bzKgV8VL8ZSTSUxjxfvXeXkbNJlVrX7F4C/QkfYmoe2NQ7M4RcB/xK41fD1dbSWXTdcL5vd1aKPl/NxhVqINvgvyV4QZ+yX5pWXGnn/1tuNVfnTU2geN5vbaayKMUu8lqVWzwKa8AvAH6smg+wM25TSAeCuv/OrwMPM113ZvlbhulnLcvV0ZSFb1c7rpkUObTXaJF4u+jh0hcvQIocnJV7aHptNNPqlrgd72KIr/ANzaIB/H/jPCZMOpQ9Z2loU44d3636Ob0PnVrF5vTmbZc5Oty4f30Y38V3aNTfRJX5AV9fb1lp40Vqsq1HO3nkd4+WitbjieJHAx3PfhHkXmjUKD1cX5uJRVWdfftEicrZ4eqhGnd5/YNW51K4ZFkfxfn2NjLFIWBWrnjco2D7d2aybDf0/BT4M/Phdf+fX6QjbdIX/i8A/IAz2cc4Plm128S+rZPgYaV606XOca5cVfGyzi61iNZ+zzcV8nBeN3QlxLjDu8+NqEfdnHS260ijV4jyNUi1i/jwtUv68uEj5TXS56HjJaRG7Ua5bvMQ4J14UwlTFSpiDZ3W8eA+qRlV9ZL+07ndew7993+p0GvjZzPv7940/PkbDkoquWupQdVYawgu168aL4BW8F+b7DY8a5hfbTVrsAn8G+JUDc/hdGX1aY5se2n4+m9kyUxtUk22q/uUWFq8a4gdVsZY5a5mJyjdZy7SBr7/L2e+a+hbX2dSHlG+rRV2+SYu0D+nDvLT9OT61Za6jUarFKo1yWtTxIgmf0yinxXnx0tTnPl420uLsKrlJIxZ4VYmWXZxfuZ+c4E5OgoNm7sEH58KsmPHzgrN8v9jojiLdXwlSEC+srmrxLqdR0+dh9e8X0hG26Qo/d5WQeyiS6/smmuS2SU+6x9nHRaKtFpu0v+1xyJXv6kFm2/rbtnMVLkPvi8RltL/tudNNXOQX0RLqBdAXy+b2a5fqmy8A37pVG2zTiOsWSI+DPw/8DnBE+LWPb7fq/1I+vs2NH6zEt8VN5WPes3jrmON9htfkvyY+3Tb+O8fH2zdpkfLnaZHTbl0tiPicFmm7V2nhor/j8jkt6n/Ttq7S6DLiJT2WTfyTGC+Xce5sGi/raNEQL9WIr76ak1lTjZJ4UV/946PyOY1cwk+AMWEGgR+jI2zNQ1uAA3MowL9LmGkuTe9A8y1q1zwtt7luaNvnVfXQsq7rptFFx0UfL4vl6aiuq0KX8fJ/At9QTQbZGbbpCp+7/o7e9Xf+JdC8DH3+oWxb29SqdEBX++jqlzhXT26/bflVqbTrpkUObTW6jHhpy3eFi9Yih03iJcdfdLy0PTabxMv/0fVgD1t0hV9d3X8Z8O3AN1f0Opaz+u/019Ynf8cPyuq/NcPn9pHj29rpLsp+l9Oi/ju9CrsMLZ4UjR4nXprqepLjJebh6YqXVVqsHy/GPDJF8YPA3/z58U9+ho6wTVf4/xj4F8A3EvoV26Zg0ckR83GwpXzteoh/ieMDlePjX9HYKpbj00CInRNxbrrJcqYJ7yNeGnhor4WP+MvUIuVjLWJrYU6jWIsmS2uq0VXFS5q/f9LjJR3A47Y+yfES7y8XLxktZL14EfFSFCLW3gL+K+BjX7vzDd9KR9imAf/LCYuYx1au+GA1WcXqzzFfZnjN8LB8FVB/LtcsHwe1SXhp+CwrPpuGz/X2Gn2O29RWi1z5ug9tNMpp4Rv4JTsdi/1PNTINZepyyrJGm8RLju/j5fzydR+60OIy4iWta1W8lCAgxiImjPdi8hoZgwwGmMHAynwKiF3CvGBfTkfYpgE/h1X50yZchuXwuunetp2bPEC7jH20Qdu46Ipf9V0fL5e7jzbYbBxpY8tsWFS9a1y3QHocfD/hYe2j6u/UWpbarOLvmnhYslktWLd8UrbeZ2wVi3lN/ov5tK7Ynhb/6zLf5/j0+7hfyrJGOS3qNuY0ytnm4jRCyue0aOJX9Wldjdbd7nHiJeZTXfp4mdeVi5ecRudpcR3ipUGLRhtn3D8FcSCg6tV5r6XDl86ragmcAB8F/iYdYWse2gIcmMMC+FrgpwgLB6S/vnFu8brwTVcIOX5TtKlv27Vog1VtouG7bdGoj5fN0DJeqpWxlqfqVER+2RT2m39+/JO/2mUDt2rAr3FgDj8JvKvhqzT/V6NpdZpV5Veh7T7Sp/01ugrcXD25/eban+NXtbMrvS/6JM7V32W8tN1Hjs8dt67QNl6u8ty5qnhpe+5k2i+LE78t4ofuup/6LzZtYA5bNeAfmMMPAH8K+C7CAW+ya6UHqw6ONEhyfP0BXjvhAAAGMElEQVRdjdQxscqmtq7dbVN+XYvaeVa3NhrVyF2B5bToSqPHtdltqsW6GtXf1biKeLmouOjj5Xz+HC1k+Qo/DMpvgH4I+Ht3/Z0HdIStyeEfmMM7wK8A38l8cqLYTlUHW8rXn1PbVI53zJ/i5+x0af1N1rIcr2vwKWKnQboNLLoMYj7twyYaSQNfaxRvW/Nda9T0I13zTQNMV1qktrzrEC8kfKxFE1ItauTiqI+XtlqI+LCSlslooYKqO5unR9WBCug7gR8CXjswh99IR9iaAZ8wF/4u8xnmhEXxU8tWlzY7n+FLlu1aMA9kSfg6AFOehE+Pm4n+jQM69mfHAR3zOS0Ml2fLbNKoPnnbaCHktUgtdzktrjJeclqsGy+rtIixyn4Y81cZL6tsmdc/XsSU2AKxhRVjEWuRYpCxZapl/tw3rmcf2AF+Dx1hmwb864jcldVVPVTK4UlpZ5d4kvp23draNl42aX/bbS5ao3b1i0jTsomNayleIrZpPvwPA99DuAK4SZhpToBPAi9WZW4SZqFTwsyazxF+aW8QfnlnwBuEX9ZRxbtqmweEH8gbhDsJIdimjoEp8Dzh7sISZuycEiyiL1bcsPrbA28Br1R1jCpegNeAd1dldqt6DPAp4HOqtuxV+7TAJwiLtruqzScV/9tVPa5q72lVzyeBl6v6Yy0+DbxQlblZ6VACrxPWBh5EWkyr9o+qtuxVdYyj/t0mXJmYqg/jqg0vVHUVFV8SrLQvV2VrjaocJu+qPu9UvK3a+p5EI1v1LdYi1ijVQir+XSzGC5XWcbxMq33l4uXNSoM6XnxV1/2qT7eq9tfxclLV+RyL8TIjLM35YqXPgM3ipdbiMuNlWm3bJl5Omc9sm8bLpGpbU7zcYx4vtRZU+343+Xiptag1+kSk0XnxYir+lUiL1fGi/jOq8my1utY8XkTeQLW+co/PnQfVMU3j5SHBddgJtuYK/66/8yFCgHwb8E+BvwR84K6/88GK/2bg54EfBn73XX/nd1X8HwP+EfDXgH/rrr/zXsIB/A+Bvw/8beCr7vo7rxIO+AHwd4H/Ffj9wMt3/Z33EGbp/BvAzwBfB7zzrr/zPsL8Ph8Gfg7448AL1b6/gJCj+9+Bb6n4DwLvB/574J8D/xnwjrv+zucRBqfvAz4CfDfwYsW/BPy5iv8+4NWKf0e1/T+v6ntfVf/zwJ8A7lb7//y7/s4HKi2+oWrnjwBfWrX/HVV//gHw14GvrPr7EvAHCMH4k8DXVPq8C/jqSre/X+n40l1/53OAr6h0/lng66u+vR/4ouq4/BPgmyotPgB8EPiB6nh+W8V/LuFE/a8JCz1/Z6X151X7/wuVFn8BeKXiX6zKfQT4EPDein8B+Naq/h8APhhp9E1Ve34Y+KIoXr6+av+PA19R9SuNl68mDBqvVrr8ZKXTH6i0eDfwlcD/XOn6dZUW7wO+tNL/56rjkcbL3er41fHyviReXqj69moUL3+u2m+txXdH8fKuSItvj+Ll/ZEW30KI0x8CviCKlz9etfNHgS9L4uVnCOdDHC+/n3De/F3CeVTHy1cBfwv43wgr1r2YxMs/Ipyn76i0qOPl5wnnda3FBwjn/T8D/nQUL++pjvtHgD9b1f/51f7/fMV/bxQv76zi5ReA/wb4nKqeOF5+EPjcSKNvXIgX99PvF5E0Xv7tu+VPvbeq/w9X8fITwO+tdHgV+H3A3wF+uoqXd931d/4pHWGrXDo9evTo0SOPrbnC79GjR48eq9EP+D169OjxlKAf8Hv06NHjKUE/4Pfo0aPHU4J+wO/Ro0ePpwT9gN+jR48eTwn6Ab9Hjx49nhL0A36PHj16PCXoB/wePXr0eErQD/g9evTo8ZSgH/B79OjR4ylBP+D36NGjx1OCfsDv0aNHj6cE/YDfo0ePHk8J+gG/R48ePZ4S9AN+jx49ejwl6Af8Hj169HhK0A/4PXr06PGUoB/we/To0eMpQT/g9+jRo8dTgn7A79GjR4+nBP2A36NHjx5PCfoBv0ePHj2eEvQDfo8ePXo8JegH/B49evR4StAP+D169OjxlKAf8Hv06NHjKUE/4Pfo0aPHU4J+wO/Ro0ePpwT9gN+jR48eTwn+f5yqL21jmA24AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hexbin(trace[m1],trace[m2], gridsize = 50)\n",
    "axis('off');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
